In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = '/data'
!pip install matplotlib==2.0.2
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Collecting matplotlib==2.0.2
Downloading https://files.pythonhosted.org/packages/60/d4/6b6d8a7a6bc69a1602ab372f6fc6e88ef88a8a96398a1a25edbac636295b/matplotlib-2.0.2-cp36-cp36m-manylinux1_x86_64.whl (14.6MB)
100% |████████████████████████████████| 14.6MB 48kB/s eta 0:00:01
Requirement already satisfied: pyparsing!=2.0.0,!=2.0.4,!=2.1.2,!=2.1.6,>=1.5.6 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: pytz in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: numpy>=1.7.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages/cycler-0.10.0-py3.6.egg (from matplotlib==2.0.2)
Installing collected packages: matplotlib
Found existing installation: matplotlib 2.1.0
Uninstalling matplotlib-2.1.0:
Successfully uninstalled matplotlib-2.1.0
Successfully installed matplotlib-2.0.2
You are using pip version 9.0.1, however version 10.0.1 is available.
You should consider upgrading via the 'pip install --upgrade pip' command.
Found mnist Data
Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f3c0e79a4e0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f3c0e704208>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_inputs = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels),
'real_inputs')
z_inputs = tf.placeholder(tf.float32, (None, z_dim), 'z_inputs')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return real_inputs, z_inputs, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/opt/conda/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/opt/conda/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/opt/conda/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 478, in start\n self.io_loop.start()', 'File "/opt/conda/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/opt/conda/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/opt/conda/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/opt/conda/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/opt/conda/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 281, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 232, in dispatch_shell\n handler(stream, idents, msg)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 397, in execute_request\n user_expressions, allow_stdin)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 208, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/opt/conda/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2728, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2856, in run_ast_nodes\n if self.run_code(code, result):', 'File "/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2910, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-6-b95497074de8>", line 25, in <module>\n tests.test_model_inputs(model_inputs)', 'File "/home/workspace/face_generation/problem_unittests.py", line 12, in func_wrapper\n result = func(*args)', 'File "/home/workspace/face_generation/problem_unittests.py", line 68, in test_model_inputs\n _check_input(learn_rate, [], \'Learning Rate\')', 'File "/home/workspace/face_generation/problem_unittests.py", line 34, in _check_input\n _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/home/workspace/face_generation/problem_unittests.py", line 20, in _assert_tensor_shape\n assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n dynamic_condition, data, summarize)', 'File "/opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 175, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 144, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/opt/conda/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 101, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
alpha = 0.2
h1 = tf.layers.conv2d(images, 64, 5, 2, 'same',kernel_initializer=tf.contrib.layers.xavier_initializer())
h1 = tf.maximum(alpha * h1, h1)
h2 = tf.layers.conv2d(h1, 128, 5, 2, 'same',kernel_initializer=tf.contrib.layers.xavier_initializer())
h2 = tf.layers.batch_normalization(h2, training=True)
h2 = tf.maximum(alpha * h2, h2)
h3 = tf.layers.conv2d(h2, 256, 5, 2, 'same',kernel_initializer=tf.contrib.layers.xavier_initializer())
h3 = tf.layers.batch_normalization(h3, training=True)
h3 = tf.maximum(alpha * h3, h3)
flat = tf.reshape(h3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not is_train):
alpha = 0.2
h1 = tf.layers.dense(z, 2*2*512)
h1 = tf.reshape(h1, (-1, 2, 2, 512))
h1 = tf.layers.batch_normalization(h1, training=is_train)
h1 = tf.maximum(alpha * h1, h1)
h2 = tf.layers.conv2d_transpose(h1, 256, 5, 2, 'valid',kernel_initializer=tf.contrib.layers.xavier_initializer())
h2 = tf.layers.batch_normalization(h2, training=is_train)
h2 = tf.maximum(alpha * h2, h2)
h3 = tf.layers.conv2d_transpose(h2, 128, 5, 2, 'same',kernel_initializer=tf.contrib.layers.xavier_initializer())
h3 = tf.layers.batch_normalization(h3, training=is_train)
h3 = tf.maximum(alpha * h3, h3)
logits = tf.layers.conv2d_transpose(h3, out_channel_dim, 5, 2, 'same',kernel_initializer=tf.contrib.layers.xavier_initializer())
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*0.9))
d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(
logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(
logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
d_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
g_updates = [opt for opt in ops if opt.name.startswith('generator')]
with tf.control_dependencies(g_updates):
g_train_opt = tf.train.AdamOptimizer(
learning_rate, beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
_, img_width, img_height, img_channels = data_shape
real_input, z_input, lr = model_inputs(
img_width, img_height, img_channels, z_dim)
d_loss, g_loss = model_loss(real_input, z_input, img_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
print_every = 10
show_every = 100
losses = []
n_images = 25
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images *= 2.0
z_sample = np.random.uniform(-1, 1, (batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={
real_input: batch_images, z_input: z_sample, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={
z_input: z_sample, lr: learning_rate})
if steps % print_every == 0:
train_loss_d = d_loss.eval({z_input: z_sample, real_input: batch_images})
train_loss_g = g_loss.eval({z_input: z_sample})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
losses.append((train_loss_d, train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, n_images, z_input, img_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 128
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.3393... Generator Loss: 2.7444 Epoch 1/2... Discriminator Loss: 1.8021... Generator Loss: 5.7551 Epoch 1/2... Discriminator Loss: 1.8385... Generator Loss: 3.0000 Epoch 1/2... Discriminator Loss: 0.6541... Generator Loss: 1.8856 Epoch 1/2... Discriminator Loss: 1.3278... Generator Loss: 4.6558 Epoch 1/2... Discriminator Loss: 1.5202... Generator Loss: 0.3942 Epoch 1/2... Discriminator Loss: 0.6512... Generator Loss: 6.8048 Epoch 1/2... Discriminator Loss: 0.5686... Generator Loss: 1.7014 Epoch 1/2... Discriminator Loss: 0.7265... Generator Loss: 1.2638 Epoch 1/2... Discriminator Loss: 1.9563... Generator Loss: 10.5000
Epoch 1/2... Discriminator Loss: 0.5029... Generator Loss: 2.3127 Epoch 1/2... Discriminator Loss: 0.5758... Generator Loss: 3.3677 Epoch 1/2... Discriminator Loss: 0.5060... Generator Loss: 2.0296 Epoch 1/2... Discriminator Loss: 0.5867... Generator Loss: 1.5718 Epoch 1/2... Discriminator Loss: 0.5671... Generator Loss: 2.0529 Epoch 1/2... Discriminator Loss: 2.6882... Generator Loss: 0.1383 Epoch 1/2... Discriminator Loss: 0.8651... Generator Loss: 1.9436 Epoch 1/2... Discriminator Loss: 0.8377... Generator Loss: 1.6479 Epoch 1/2... Discriminator Loss: 1.2042... Generator Loss: 0.7346 Epoch 1/2... Discriminator Loss: 0.8127... Generator Loss: 1.4740
Epoch 1/2... Discriminator Loss: 0.9262... Generator Loss: 1.2253 Epoch 1/2... Discriminator Loss: 0.6573... Generator Loss: 1.7401 Epoch 1/2... Discriminator Loss: 0.7345... Generator Loss: 1.8702 Epoch 1/2... Discriminator Loss: 1.1444... Generator Loss: 0.8196 Epoch 1/2... Discriminator Loss: 0.6329... Generator Loss: 2.0237 Epoch 1/2... Discriminator Loss: 2.0915... Generator Loss: 0.2344 Epoch 1/2... Discriminator Loss: 0.8642... Generator Loss: 2.1907 Epoch 1/2... Discriminator Loss: 1.0345... Generator Loss: 3.0951 Epoch 1/2... Discriminator Loss: 1.1081... Generator Loss: 0.8270 Epoch 1/2... Discriminator Loss: 1.1852... Generator Loss: 2.0276
Epoch 1/2... Discriminator Loss: 1.5523... Generator Loss: 0.4310 Epoch 1/2... Discriminator Loss: 1.0232... Generator Loss: 1.5836 Epoch 1/2... Discriminator Loss: 1.0127... Generator Loss: 2.0601 Epoch 1/2... Discriminator Loss: 1.2510... Generator Loss: 0.7913 Epoch 1/2... Discriminator Loss: 1.0140... Generator Loss: 1.3826 Epoch 1/2... Discriminator Loss: 1.0936... Generator Loss: 1.6634 Epoch 1/2... Discriminator Loss: 1.0705... Generator Loss: 1.4275 Epoch 1/2... Discriminator Loss: 0.9506... Generator Loss: 1.2191 Epoch 1/2... Discriminator Loss: 1.6118... Generator Loss: 0.5374 Epoch 1/2... Discriminator Loss: 0.9219... Generator Loss: 1.5185
Epoch 1/2... Discriminator Loss: 1.0099... Generator Loss: 1.2640 Epoch 1/2... Discriminator Loss: 0.9079... Generator Loss: 1.0446 Epoch 1/2... Discriminator Loss: 1.1885... Generator Loss: 0.8110 Epoch 1/2... Discriminator Loss: 1.0029... Generator Loss: 0.9224 Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 0.5925 Epoch 1/2... Discriminator Loss: 1.5917... Generator Loss: 0.4076 Epoch 1/2... Discriminator Loss: 1.0291... Generator Loss: 1.8728 Epoch 1/2... Discriminator Loss: 0.8833... Generator Loss: 1.7365 Epoch 1/2... Discriminator Loss: 1.6512... Generator Loss: 0.4900 Epoch 1/2... Discriminator Loss: 0.8842... Generator Loss: 1.7971
Epoch 1/2... Discriminator Loss: 1.0337... Generator Loss: 1.0620 Epoch 1/2... Discriminator Loss: 1.3200... Generator Loss: 0.7305 Epoch 1/2... Discriminator Loss: 0.9198... Generator Loss: 1.3584 Epoch 1/2... Discriminator Loss: 1.0428... Generator Loss: 0.8774 Epoch 1/2... Discriminator Loss: 1.1311... Generator Loss: 0.8780 Epoch 1/2... Discriminator Loss: 0.9641... Generator Loss: 0.9926 Epoch 1/2... Discriminator Loss: 0.9537... Generator Loss: 0.9820 Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.5698 Epoch 1/2... Discriminator Loss: 1.1211... Generator Loss: 0.7144 Epoch 1/2... Discriminator Loss: 1.5230... Generator Loss: 0.4157
Epoch 1/2... Discriminator Loss: 1.5729... Generator Loss: 0.3811 Epoch 1/2... Discriminator Loss: 1.1142... Generator Loss: 0.7570 Epoch 1/2... Discriminator Loss: 1.3926... Generator Loss: 0.5242 Epoch 1/2... Discriminator Loss: 1.1152... Generator Loss: 2.3009 Epoch 1/2... Discriminator Loss: 0.9449... Generator Loss: 1.5631 Epoch 1/2... Discriminator Loss: 0.9810... Generator Loss: 1.2444 Epoch 1/2... Discriminator Loss: 1.1888... Generator Loss: 1.4516 Epoch 1/2... Discriminator Loss: 1.3332... Generator Loss: 0.6655 Epoch 1/2... Discriminator Loss: 1.1308... Generator Loss: 0.7997 Epoch 1/2... Discriminator Loss: 1.1994... Generator Loss: 0.6367
Epoch 1/2... Discriminator Loss: 1.0655... Generator Loss: 0.8648 Epoch 1/2... Discriminator Loss: 1.1357... Generator Loss: 0.8359 Epoch 1/2... Discriminator Loss: 0.9901... Generator Loss: 1.0583 Epoch 1/2... Discriminator Loss: 1.1635... Generator Loss: 1.3072 Epoch 1/2... Discriminator Loss: 0.9672... Generator Loss: 1.5598 Epoch 1/2... Discriminator Loss: 1.2494... Generator Loss: 0.6483 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.2323 Epoch 1/2... Discriminator Loss: 1.3149... Generator Loss: 2.5222 Epoch 1/2... Discriminator Loss: 1.5076... Generator Loss: 0.4078 Epoch 1/2... Discriminator Loss: 1.1028... Generator Loss: 2.5706
Epoch 1/2... Discriminator Loss: 1.1450... Generator Loss: 0.9648 Epoch 1/2... Discriminator Loss: 0.9460... Generator Loss: 1.1715 Epoch 1/2... Discriminator Loss: 0.9151... Generator Loss: 1.4707 Epoch 1/2... Discriminator Loss: 1.3725... Generator Loss: 0.5159 Epoch 1/2... Discriminator Loss: 1.0805... Generator Loss: 1.5525 Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 1.3221 Epoch 1/2... Discriminator Loss: 1.2619... Generator Loss: 0.5898 Epoch 1/2... Discriminator Loss: 1.2923... Generator Loss: 0.5771 Epoch 1/2... Discriminator Loss: 1.5018... Generator Loss: 0.4422 Epoch 1/2... Discriminator Loss: 1.2088... Generator Loss: 1.3034
Epoch 1/2... Discriminator Loss: 0.9111... Generator Loss: 1.1782 Epoch 1/2... Discriminator Loss: 1.0919... Generator Loss: 0.7880 Epoch 1/2... Discriminator Loss: 0.9683... Generator Loss: 1.2434 Epoch 1/2... Discriminator Loss: 1.2375... Generator Loss: 0.6566 Epoch 1/2... Discriminator Loss: 1.0557... Generator Loss: 0.8324 Epoch 1/2... Discriminator Loss: 1.4139... Generator Loss: 0.5169 Epoch 1/2... Discriminator Loss: 1.2107... Generator Loss: 0.6251 Epoch 1/2... Discriminator Loss: 1.2510... Generator Loss: 2.0921 Epoch 1/2... Discriminator Loss: 0.8214... Generator Loss: 1.6458 Epoch 1/2... Discriminator Loss: 1.5080... Generator Loss: 0.4981
Epoch 1/2... Discriminator Loss: 1.0141... Generator Loss: 1.1625 Epoch 1/2... Discriminator Loss: 0.9722... Generator Loss: 0.9503 Epoch 1/2... Discriminator Loss: 0.8490... Generator Loss: 1.4039 Epoch 1/2... Discriminator Loss: 0.9612... Generator Loss: 1.4897 Epoch 1/2... Discriminator Loss: 1.0594... Generator Loss: 1.0370 Epoch 1/2... Discriminator Loss: 1.1407... Generator Loss: 0.8376 Epoch 1/2... Discriminator Loss: 1.6398... Generator Loss: 0.4122 Epoch 1/2... Discriminator Loss: 1.0858... Generator Loss: 1.4103 Epoch 1/2... Discriminator Loss: 0.9624... Generator Loss: 1.7566 Epoch 1/2... Discriminator Loss: 1.4008... Generator Loss: 0.4916
Epoch 1/2... Discriminator Loss: 0.8549... Generator Loss: 1.7572 Epoch 1/2... Discriminator Loss: 0.9799... Generator Loss: 1.1101 Epoch 1/2... Discriminator Loss: 0.8763... Generator Loss: 1.2028 Epoch 1/2... Discriminator Loss: 0.9863... Generator Loss: 1.5767 Epoch 1/2... Discriminator Loss: 1.4901... Generator Loss: 0.4253 Epoch 1/2... Discriminator Loss: 0.9850... Generator Loss: 0.9257 Epoch 1/2... Discriminator Loss: 1.2491... Generator Loss: 0.5791 Epoch 1/2... Discriminator Loss: 1.0014... Generator Loss: 1.1042 Epoch 1/2... Discriminator Loss: 1.2729... Generator Loss: 0.5766 Epoch 1/2... Discriminator Loss: 1.2793... Generator Loss: 0.6013
Epoch 1/2... Discriminator Loss: 1.1520... Generator Loss: 0.8537 Epoch 1/2... Discriminator Loss: 0.9380... Generator Loss: 1.1706 Epoch 1/2... Discriminator Loss: 1.4876... Generator Loss: 0.4662 Epoch 1/2... Discriminator Loss: 1.8759... Generator Loss: 0.2594 Epoch 1/2... Discriminator Loss: 1.0467... Generator Loss: 0.7678 Epoch 1/2... Discriminator Loss: 0.8195... Generator Loss: 1.4268 Epoch 1/2... Discriminator Loss: 1.0745... Generator Loss: 0.8205 Epoch 1/2... Discriminator Loss: 0.9461... Generator Loss: 1.1374 Epoch 1/2... Discriminator Loss: 1.3027... Generator Loss: 0.5638 Epoch 1/2... Discriminator Loss: 0.9895... Generator Loss: 1.1923
Epoch 1/2... Discriminator Loss: 1.5972... Generator Loss: 0.3896 Epoch 1/2... Discriminator Loss: 1.1742... Generator Loss: 0.7180 Epoch 1/2... Discriminator Loss: 0.9287... Generator Loss: 1.1179 Epoch 1/2... Discriminator Loss: 0.8606... Generator Loss: 1.3301 Epoch 1/2... Discriminator Loss: 1.2088... Generator Loss: 1.5916 Epoch 1/2... Discriminator Loss: 1.4498... Generator Loss: 0.4644 Epoch 1/2... Discriminator Loss: 1.6558... Generator Loss: 0.3404 Epoch 1/2... Discriminator Loss: 0.8460... Generator Loss: 1.4779 Epoch 1/2... Discriminator Loss: 1.2204... Generator Loss: 0.6168 Epoch 1/2... Discriminator Loss: 0.8918... Generator Loss: 1.1875
Epoch 1/2... Discriminator Loss: 1.7605... Generator Loss: 0.3118 Epoch 1/2... Discriminator Loss: 1.1429... Generator Loss: 0.6978 Epoch 1/2... Discriminator Loss: 1.0659... Generator Loss: 0.7509 Epoch 1/2... Discriminator Loss: 0.9858... Generator Loss: 1.6893 Epoch 1/2... Discriminator Loss: 1.6185... Generator Loss: 0.4137 Epoch 1/2... Discriminator Loss: 1.2376... Generator Loss: 0.5899 Epoch 1/2... Discriminator Loss: 1.3745... Generator Loss: 0.4961 Epoch 1/2... Discriminator Loss: 1.2701... Generator Loss: 0.6389 Epoch 1/2... Discriminator Loss: 0.9310... Generator Loss: 1.1463 Epoch 1/2... Discriminator Loss: 1.0095... Generator Loss: 1.3353
Epoch 1/2... Discriminator Loss: 1.4880... Generator Loss: 2.2242 Epoch 1/2... Discriminator Loss: 1.3253... Generator Loss: 0.5369 Epoch 1/2... Discriminator Loss: 1.0515... Generator Loss: 0.8540 Epoch 1/2... Discriminator Loss: 1.2254... Generator Loss: 0.5695 Epoch 1/2... Discriminator Loss: 0.7633... Generator Loss: 1.3105 Epoch 1/2... Discriminator Loss: 1.3658... Generator Loss: 0.5304 Epoch 1/2... Discriminator Loss: 0.9685... Generator Loss: 0.9350 Epoch 1/2... Discriminator Loss: 0.9436... Generator Loss: 0.9820 Epoch 1/2... Discriminator Loss: 0.9681... Generator Loss: 0.8734 Epoch 1/2... Discriminator Loss: 2.0505... Generator Loss: 0.2451
Epoch 1/2... Discriminator Loss: 1.5571... Generator Loss: 0.3850 Epoch 1/2... Discriminator Loss: 0.9818... Generator Loss: 0.8776 Epoch 1/2... Discriminator Loss: 1.2530... Generator Loss: 0.5517 Epoch 1/2... Discriminator Loss: 1.7637... Generator Loss: 0.3206 Epoch 1/2... Discriminator Loss: 0.8997... Generator Loss: 1.3046 Epoch 1/2... Discriminator Loss: 1.0618... Generator Loss: 0.8516 Epoch 1/2... Discriminator Loss: 0.6442... Generator Loss: 1.7514 Epoch 1/2... Discriminator Loss: 0.8619... Generator Loss: 1.5615 Epoch 1/2... Discriminator Loss: 0.8239... Generator Loss: 1.2433 Epoch 1/2... Discriminator Loss: 0.9188... Generator Loss: 1.4515
Epoch 1/2... Discriminator Loss: 0.7707... Generator Loss: 1.3753 Epoch 1/2... Discriminator Loss: 0.9818... Generator Loss: 0.8375 Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 2.5507 Epoch 1/2... Discriminator Loss: 1.0506... Generator Loss: 0.8063 Epoch 1/2... Discriminator Loss: 1.1877... Generator Loss: 0.6283 Epoch 1/2... Discriminator Loss: 1.0598... Generator Loss: 0.8444 Epoch 1/2... Discriminator Loss: 0.8281... Generator Loss: 1.4203 Epoch 1/2... Discriminator Loss: 1.0032... Generator Loss: 0.7990 Epoch 1/2... Discriminator Loss: 0.8415... Generator Loss: 1.0113 Epoch 1/2... Discriminator Loss: 0.8581... Generator Loss: 1.0541
Epoch 1/2... Discriminator Loss: 0.6701... Generator Loss: 1.4786 Epoch 1/2... Discriminator Loss: 1.0468... Generator Loss: 0.8459 Epoch 1/2... Discriminator Loss: 0.8752... Generator Loss: 1.0878 Epoch 1/2... Discriminator Loss: 1.1633... Generator Loss: 0.6802 Epoch 1/2... Discriminator Loss: 1.9014... Generator Loss: 0.2897 Epoch 1/2... Discriminator Loss: 1.6795... Generator Loss: 0.3979 Epoch 1/2... Discriminator Loss: 1.2966... Generator Loss: 0.5832 Epoch 1/2... Discriminator Loss: 1.0420... Generator Loss: 0.8197 Epoch 1/2... Discriminator Loss: 0.8612... Generator Loss: 1.1600 Epoch 1/2... Discriminator Loss: 1.0078... Generator Loss: 0.8536
Epoch 1/2... Discriminator Loss: 1.2710... Generator Loss: 2.6146 Epoch 1/2... Discriminator Loss: 0.8486... Generator Loss: 2.2972 Epoch 1/2... Discriminator Loss: 0.7884... Generator Loss: 1.2093 Epoch 1/2... Discriminator Loss: 1.1120... Generator Loss: 0.7275 Epoch 1/2... Discriminator Loss: 0.8691... Generator Loss: 1.5873 Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.3858 Epoch 1/2... Discriminator Loss: 1.6947... Generator Loss: 0.4380 Epoch 1/2... Discriminator Loss: 0.7934... Generator Loss: 1.1628 Epoch 1/2... Discriminator Loss: 0.9937... Generator Loss: 0.8394 Epoch 1/2... Discriminator Loss: 0.7454... Generator Loss: 1.4115
Epoch 1/2... Discriminator Loss: 1.4697... Generator Loss: 0.4430 Epoch 1/2... Discriminator Loss: 0.7220... Generator Loss: 1.5626 Epoch 1/2... Discriminator Loss: 0.7511... Generator Loss: 1.3775 Epoch 1/2... Discriminator Loss: 0.6990... Generator Loss: 1.6160 Epoch 1/2... Discriminator Loss: 1.6205... Generator Loss: 0.4061 Epoch 1/2... Discriminator Loss: 0.6496... Generator Loss: 2.0432 Epoch 1/2... Discriminator Loss: 1.1399... Generator Loss: 0.7316 Epoch 1/2... Discriminator Loss: 1.2434... Generator Loss: 0.6483 Epoch 1/2... Discriminator Loss: 0.6015... Generator Loss: 1.6108 Epoch 1/2... Discriminator Loss: 1.8052... Generator Loss: 0.3371
Epoch 1/2... Discriminator Loss: 1.4998... Generator Loss: 0.4600 Epoch 1/2... Discriminator Loss: 1.4627... Generator Loss: 0.4700 Epoch 1/2... Discriminator Loss: 2.2053... Generator Loss: 0.2317 Epoch 1/2... Discriminator Loss: 1.1814... Generator Loss: 0.7023 Epoch 1/2... Discriminator Loss: 0.8797... Generator Loss: 1.0230 Epoch 1/2... Discriminator Loss: 1.1557... Generator Loss: 0.7087 Epoch 1/2... Discriminator Loss: 1.4779... Generator Loss: 0.4477 Epoch 1/2... Discriminator Loss: 0.8319... Generator Loss: 1.0821 Epoch 1/2... Discriminator Loss: 0.8207... Generator Loss: 1.1414 Epoch 1/2... Discriminator Loss: 0.7705... Generator Loss: 1.0894
Epoch 1/2... Discriminator Loss: 0.7087... Generator Loss: 1.4600 Epoch 1/2... Discriminator Loss: 1.0613... Generator Loss: 0.8873 Epoch 1/2... Discriminator Loss: 0.7754... Generator Loss: 1.4359 Epoch 1/2... Discriminator Loss: 1.6137... Generator Loss: 0.4733 Epoch 1/2... Discriminator Loss: 1.6281... Generator Loss: 0.3694 Epoch 1/2... Discriminator Loss: 0.9957... Generator Loss: 0.9095 Epoch 1/2... Discriminator Loss: 0.6386... Generator Loss: 1.7692 Epoch 1/2... Discriminator Loss: 0.7142... Generator Loss: 1.7895 Epoch 1/2... Discriminator Loss: 0.9552... Generator Loss: 0.8646 Epoch 1/2... Discriminator Loss: 0.9792... Generator Loss: 0.8763
Epoch 1/2... Discriminator Loss: 0.7508... Generator Loss: 1.2512 Epoch 1/2... Discriminator Loss: 1.3844... Generator Loss: 0.6463 Epoch 1/2... Discriminator Loss: 1.1137... Generator Loss: 0.7477 Epoch 1/2... Discriminator Loss: 0.7788... Generator Loss: 1.5315 Epoch 1/2... Discriminator Loss: 0.6941... Generator Loss: 2.2006 Epoch 1/2... Discriminator Loss: 0.9354... Generator Loss: 0.9281 Epoch 1/2... Discriminator Loss: 0.9080... Generator Loss: 1.1722 Epoch 1/2... Discriminator Loss: 1.2018... Generator Loss: 2.3092 Epoch 1/2... Discriminator Loss: 0.7709... Generator Loss: 1.2127 Epoch 1/2... Discriminator Loss: 0.9574... Generator Loss: 0.8591
Epoch 1/2... Discriminator Loss: 1.0265... Generator Loss: 0.8057 Epoch 1/2... Discriminator Loss: 0.7215... Generator Loss: 1.3598 Epoch 1/2... Discriminator Loss: 1.0063... Generator Loss: 0.7967 Epoch 1/2... Discriminator Loss: 0.8059... Generator Loss: 1.2497 Epoch 1/2... Discriminator Loss: 0.7115... Generator Loss: 2.3763 Epoch 1/2... Discriminator Loss: 1.0493... Generator Loss: 0.7880 Epoch 1/2... Discriminator Loss: 1.4823... Generator Loss: 0.5171 Epoch 1/2... Discriminator Loss: 0.8114... Generator Loss: 1.0931 Epoch 1/2... Discriminator Loss: 1.1368... Generator Loss: 0.6687 Epoch 1/2... Discriminator Loss: 0.9584... Generator Loss: 1.1276
Epoch 1/2... Discriminator Loss: 1.8121... Generator Loss: 0.3737 Epoch 1/2... Discriminator Loss: 1.8698... Generator Loss: 0.2992 Epoch 1/2... Discriminator Loss: 1.4605... Generator Loss: 0.4753 Epoch 1/2... Discriminator Loss: 1.1861... Generator Loss: 0.6112 Epoch 1/2... Discriminator Loss: 0.7181... Generator Loss: 1.2481 Epoch 1/2... Discriminator Loss: 0.7469... Generator Loss: 1.2673 Epoch 1/2... Discriminator Loss: 1.0162... Generator Loss: 0.8206 Epoch 1/2... Discriminator Loss: 0.5896... Generator Loss: 2.0907 Epoch 1/2... Discriminator Loss: 0.7770... Generator Loss: 2.6723 Epoch 1/2... Discriminator Loss: 0.6316... Generator Loss: 2.6809
Epoch 1/2... Discriminator Loss: 0.6471... Generator Loss: 1.6270 Epoch 1/2... Discriminator Loss: 1.1665... Generator Loss: 0.7499 Epoch 1/2... Discriminator Loss: 1.1912... Generator Loss: 0.6687 Epoch 1/2... Discriminator Loss: 0.6474... Generator Loss: 1.4424 Epoch 1/2... Discriminator Loss: 1.6993... Generator Loss: 0.4412 Epoch 1/2... Discriminator Loss: 1.3025... Generator Loss: 0.5761 Epoch 1/2... Discriminator Loss: 0.8005... Generator Loss: 1.1809 Epoch 1/2... Discriminator Loss: 0.9695... Generator Loss: 1.0170 Epoch 1/2... Discriminator Loss: 0.6062... Generator Loss: 1.5949 Epoch 1/2... Discriminator Loss: 1.5528... Generator Loss: 0.4726
Epoch 1/2... Discriminator Loss: 1.8392... Generator Loss: 0.3250 Epoch 1/2... Discriminator Loss: 0.8441... Generator Loss: 1.0210 Epoch 1/2... Discriminator Loss: 0.8122... Generator Loss: 1.1169 Epoch 1/2... Discriminator Loss: 1.4601... Generator Loss: 0.4986 Epoch 1/2... Discriminator Loss: 0.6249... Generator Loss: 1.5790 Epoch 1/2... Discriminator Loss: 1.2344... Generator Loss: 0.5797 Epoch 1/2... Discriminator Loss: 1.2062... Generator Loss: 0.7147 Epoch 1/2... Discriminator Loss: 0.6696... Generator Loss: 1.5109 Epoch 1/2... Discriminator Loss: 0.9682... Generator Loss: 0.8258 Epoch 1/2... Discriminator Loss: 0.7257... Generator Loss: 1.6921
Epoch 1/2... Discriminator Loss: 1.1919... Generator Loss: 0.7759 Epoch 1/2... Discriminator Loss: 1.2860... Generator Loss: 0.5732 Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 0.5612 Epoch 1/2... Discriminator Loss: 0.7027... Generator Loss: 1.2941 Epoch 1/2... Discriminator Loss: 1.6406... Generator Loss: 0.3895 Epoch 1/2... Discriminator Loss: 0.8968... Generator Loss: 1.0388 Epoch 1/2... Discriminator Loss: 0.9919... Generator Loss: 0.9821 Epoch 1/2... Discriminator Loss: 0.7763... Generator Loss: 1.1155 Epoch 1/2... Discriminator Loss: 0.7006... Generator Loss: 1.4199 Epoch 1/2... Discriminator Loss: 0.9094... Generator Loss: 0.9522
Epoch 1/2... Discriminator Loss: 0.5604... Generator Loss: 2.1542 Epoch 1/2... Discriminator Loss: 0.6981... Generator Loss: 1.5332 Epoch 1/2... Discriminator Loss: 1.5868... Generator Loss: 0.4525 Epoch 1/2... Discriminator Loss: 1.7997... Generator Loss: 0.3258 Epoch 1/2... Discriminator Loss: 1.0120... Generator Loss: 0.8572 Epoch 1/2... Discriminator Loss: 0.8737... Generator Loss: 1.0414 Epoch 1/2... Discriminator Loss: 1.1299... Generator Loss: 0.6782 Epoch 1/2... Discriminator Loss: 0.7249... Generator Loss: 1.3085 Epoch 1/2... Discriminator Loss: 1.2051... Generator Loss: 0.6486 Epoch 1/2... Discriminator Loss: 0.7618... Generator Loss: 1.2427
Epoch 1/2... Discriminator Loss: 0.7583... Generator Loss: 1.2352 Epoch 1/2... Discriminator Loss: 0.8756... Generator Loss: 0.9895 Epoch 1/2... Discriminator Loss: 1.0456... Generator Loss: 0.8642 Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 1.4256 Epoch 1/2... Discriminator Loss: 1.2445... Generator Loss: 0.6225 Epoch 1/2... Discriminator Loss: 0.6448... Generator Loss: 1.7243 Epoch 1/2... Discriminator Loss: 1.1104... Generator Loss: 1.9951 Epoch 1/2... Discriminator Loss: 0.8795... Generator Loss: 0.9884 Epoch 1/2... Discriminator Loss: 0.6462... Generator Loss: 1.5628 Epoch 1/2... Discriminator Loss: 0.9408... Generator Loss: 0.9380
Epoch 1/2... Discriminator Loss: 0.9670... Generator Loss: 0.8533 Epoch 1/2... Discriminator Loss: 0.6827... Generator Loss: 1.4155 Epoch 1/2... Discriminator Loss: 0.5655... Generator Loss: 1.7959 Epoch 1/2... Discriminator Loss: 0.9464... Generator Loss: 1.0301 Epoch 1/2... Discriminator Loss: 1.2514... Generator Loss: 0.6768 Epoch 1/2... Discriminator Loss: 0.6450... Generator Loss: 1.5228 Epoch 1/2... Discriminator Loss: 1.2499... Generator Loss: 0.5822 Epoch 1/2... Discriminator Loss: 0.7294... Generator Loss: 1.2409 Epoch 1/2... Discriminator Loss: 3.1660... Generator Loss: 0.1051 Epoch 1/2... Discriminator Loss: 1.0786... Generator Loss: 1.8164
Epoch 1/2... Discriminator Loss: 1.0956... Generator Loss: 0.8413 Epoch 1/2... Discriminator Loss: 0.8785... Generator Loss: 1.2434 Epoch 1/2... Discriminator Loss: 1.0761... Generator Loss: 0.7842 Epoch 1/2... Discriminator Loss: 0.6205... Generator Loss: 1.8986 Epoch 1/2... Discriminator Loss: 1.8026... Generator Loss: 0.3510 Epoch 1/2... Discriminator Loss: 0.6182... Generator Loss: 1.6404 Epoch 1/2... Discriminator Loss: 0.7681... Generator Loss: 1.2884 Epoch 1/2... Discriminator Loss: 0.6974... Generator Loss: 1.4795 Epoch 1/2... Discriminator Loss: 1.1517... Generator Loss: 0.7921 Epoch 1/2... Discriminator Loss: 0.6877... Generator Loss: 1.4360
Epoch 1/2... Discriminator Loss: 0.7702... Generator Loss: 1.4316 Epoch 1/2... Discriminator Loss: 0.5445... Generator Loss: 2.0527 Epoch 1/2... Discriminator Loss: 0.7446... Generator Loss: 1.4998 Epoch 1/2... Discriminator Loss: 0.8003... Generator Loss: 1.2432 Epoch 1/2... Discriminator Loss: 0.5767... Generator Loss: 2.1200 Epoch 1/2... Discriminator Loss: 1.1392... Generator Loss: 0.6729 Epoch 1/2... Discriminator Loss: 0.6107... Generator Loss: 1.6408 Epoch 1/2... Discriminator Loss: 0.7859... Generator Loss: 1.1326 Epoch 1/2... Discriminator Loss: 1.3028... Generator Loss: 0.6115 Epoch 1/2... Discriminator Loss: 0.8847... Generator Loss: 0.9645
Epoch 1/2... Discriminator Loss: 0.8288... Generator Loss: 1.1723 Epoch 1/2... Discriminator Loss: 1.0984... Generator Loss: 0.9733 Epoch 1/2... Discriminator Loss: 0.6873... Generator Loss: 1.3560 Epoch 1/2... Discriminator Loss: 0.8737... Generator Loss: 1.0903 Epoch 1/2... Discriminator Loss: 0.9108... Generator Loss: 1.0566 Epoch 1/2... Discriminator Loss: 0.5434... Generator Loss: 2.9287 Epoch 1/2... Discriminator Loss: 1.5782... Generator Loss: 0.5888 Epoch 1/2... Discriminator Loss: 0.8019... Generator Loss: 1.1361 Epoch 1/2... Discriminator Loss: 0.6306... Generator Loss: 1.9410 Epoch 1/2... Discriminator Loss: 0.6937... Generator Loss: 1.8069
Epoch 1/2... Discriminator Loss: 0.9056... Generator Loss: 0.9556 Epoch 1/2... Discriminator Loss: 0.4929... Generator Loss: 2.1982 Epoch 1/2... Discriminator Loss: 0.6576... Generator Loss: 1.4706 Epoch 1/2... Discriminator Loss: 0.7292... Generator Loss: 1.3425 Epoch 1/2... Discriminator Loss: 1.3624... Generator Loss: 0.5463 Epoch 1/2... Discriminator Loss: 0.8975... Generator Loss: 0.9777 Epoch 1/2... Discriminator Loss: 0.9156... Generator Loss: 0.9763 Epoch 1/2... Discriminator Loss: 0.5649... Generator Loss: 1.8445 Epoch 1/2... Discriminator Loss: 0.7932... Generator Loss: 1.2722 Epoch 1/2... Discriminator Loss: 0.6954... Generator Loss: 1.4874
Epoch 1/2... Discriminator Loss: 1.1756... Generator Loss: 0.9694 Epoch 1/2... Discriminator Loss: 2.5740... Generator Loss: 0.1753 Epoch 1/2... Discriminator Loss: 0.7743... Generator Loss: 1.2247 Epoch 1/2... Discriminator Loss: 0.9461... Generator Loss: 0.8723 Epoch 1/2... Discriminator Loss: 1.1187... Generator Loss: 0.7324 Epoch 1/2... Discriminator Loss: 0.6236... Generator Loss: 1.6445 Epoch 1/2... Discriminator Loss: 0.8498... Generator Loss: 1.0361 Epoch 1/2... Discriminator Loss: 2.0553... Generator Loss: 4.3371 Epoch 1/2... Discriminator Loss: 1.3108... Generator Loss: 0.5869 Epoch 1/2... Discriminator Loss: 1.0179... Generator Loss: 0.8333
Epoch 1/2... Discriminator Loss: 0.8383... Generator Loss: 1.6083 Epoch 1/2... Discriminator Loss: 0.8910... Generator Loss: 0.9138 Epoch 1/2... Discriminator Loss: 1.0339... Generator Loss: 0.9483 Epoch 1/2... Discriminator Loss: 0.9535... Generator Loss: 0.9789 Epoch 1/2... Discriminator Loss: 0.9234... Generator Loss: 0.9297 Epoch 2/2... Discriminator Loss: 1.0817... Generator Loss: 0.8330 Epoch 2/2... Discriminator Loss: 1.2330... Generator Loss: 0.6277 Epoch 2/2... Discriminator Loss: 0.6140... Generator Loss: 1.8565 Epoch 2/2... Discriminator Loss: 0.4342... Generator Loss: 2.7066 Epoch 2/2... Discriminator Loss: 1.6270... Generator Loss: 0.4033
Epoch 2/2... Discriminator Loss: 1.1269... Generator Loss: 0.7695 Epoch 2/2... Discriminator Loss: 0.6161... Generator Loss: 1.9662 Epoch 2/2... Discriminator Loss: 0.6156... Generator Loss: 1.7573 Epoch 2/2... Discriminator Loss: 0.8226... Generator Loss: 1.1987 Epoch 2/2... Discriminator Loss: 0.8648... Generator Loss: 0.9782 Epoch 2/2... Discriminator Loss: 1.4985... Generator Loss: 4.0602 Epoch 2/2... Discriminator Loss: 0.9283... Generator Loss: 0.9677 Epoch 2/2... Discriminator Loss: 1.1528... Generator Loss: 0.6810 Epoch 2/2... Discriminator Loss: 0.7405... Generator Loss: 1.4065 Epoch 2/2... Discriminator Loss: 0.6944... Generator Loss: 1.5711
Epoch 2/2... Discriminator Loss: 1.1692... Generator Loss: 3.5425 Epoch 2/2... Discriminator Loss: 1.1187... Generator Loss: 0.7730 Epoch 2/2... Discriminator Loss: 0.5655... Generator Loss: 1.9482 Epoch 2/2... Discriminator Loss: 1.2591... Generator Loss: 0.6318 Epoch 2/2... Discriminator Loss: 1.1406... Generator Loss: 0.7128 Epoch 2/2... Discriminator Loss: 0.7593... Generator Loss: 1.1972 Epoch 2/2... Discriminator Loss: 0.7593... Generator Loss: 1.3353 Epoch 2/2... Discriminator Loss: 0.7037... Generator Loss: 1.5265 Epoch 2/2... Discriminator Loss: 1.0963... Generator Loss: 0.7095 Epoch 2/2... Discriminator Loss: 0.7834... Generator Loss: 1.1950
Epoch 2/2... Discriminator Loss: 0.7836... Generator Loss: 2.1033 Epoch 2/2... Discriminator Loss: 0.5231... Generator Loss: 2.2504 Epoch 2/2... Discriminator Loss: 1.4803... Generator Loss: 0.5981 Epoch 2/2... Discriminator Loss: 0.9608... Generator Loss: 0.9339 Epoch 2/2... Discriminator Loss: 1.2916... Generator Loss: 0.6356 Epoch 2/2... Discriminator Loss: 1.2578... Generator Loss: 0.7226 Epoch 2/2... Discriminator Loss: 0.6437... Generator Loss: 1.7904 Epoch 2/2... Discriminator Loss: 0.6890... Generator Loss: 1.4791 Epoch 2/2... Discriminator Loss: 0.9823... Generator Loss: 0.9490 Epoch 2/2... Discriminator Loss: 1.3173... Generator Loss: 0.5924
Epoch 2/2... Discriminator Loss: 0.8523... Generator Loss: 1.0949 Epoch 2/2... Discriminator Loss: 0.7332... Generator Loss: 1.3122 Epoch 2/2... Discriminator Loss: 1.5401... Generator Loss: 0.4193 Epoch 2/2... Discriminator Loss: 1.7395... Generator Loss: 0.3992 Epoch 2/2... Discriminator Loss: 0.6925... Generator Loss: 1.5309 Epoch 2/2... Discriminator Loss: 0.6744... Generator Loss: 1.5347 Epoch 2/2... Discriminator Loss: 0.7690... Generator Loss: 1.3070 Epoch 2/2... Discriminator Loss: 1.7270... Generator Loss: 0.3793 Epoch 2/2... Discriminator Loss: 0.9601... Generator Loss: 0.9849 Epoch 2/2... Discriminator Loss: 0.8626... Generator Loss: 0.9380
Epoch 2/2... Discriminator Loss: 0.5638... Generator Loss: 1.9084 Epoch 2/2... Discriminator Loss: 0.6985... Generator Loss: 1.3383 Epoch 2/2... Discriminator Loss: 0.7634... Generator Loss: 1.2991 Epoch 2/2... Discriminator Loss: 0.6646... Generator Loss: 1.4924 Epoch 2/2... Discriminator Loss: 1.1258... Generator Loss: 0.7189 Epoch 2/2... Discriminator Loss: 0.6060... Generator Loss: 1.6470 Epoch 2/2... Discriminator Loss: 0.6861... Generator Loss: 1.3220 Epoch 2/2... Discriminator Loss: 0.7249... Generator Loss: 2.0067 Epoch 2/2... Discriminator Loss: 0.6877... Generator Loss: 1.3211 Epoch 2/2... Discriminator Loss: 0.5503... Generator Loss: 2.0425
Epoch 2/2... Discriminator Loss: 1.3313... Generator Loss: 0.5743 Epoch 2/2... Discriminator Loss: 0.9131... Generator Loss: 0.9439 Epoch 2/2... Discriminator Loss: 0.7113... Generator Loss: 1.3311 Epoch 2/2... Discriminator Loss: 0.6835... Generator Loss: 1.6088 Epoch 2/2... Discriminator Loss: 0.9663... Generator Loss: 1.0115 Epoch 2/2... Discriminator Loss: 1.1660... Generator Loss: 0.7817 Epoch 2/2... Discriminator Loss: 1.2541... Generator Loss: 0.6795 Epoch 2/2... Discriminator Loss: 1.6310... Generator Loss: 0.4104 Epoch 2/2... Discriminator Loss: 1.9592... Generator Loss: 0.5168 Epoch 2/2... Discriminator Loss: 1.2804... Generator Loss: 0.6277
Epoch 2/2... Discriminator Loss: 1.5381... Generator Loss: 0.5296 Epoch 2/2... Discriminator Loss: 0.9677... Generator Loss: 0.8844 Epoch 2/2... Discriminator Loss: 0.7622... Generator Loss: 1.1813 Epoch 2/2... Discriminator Loss: 0.8637... Generator Loss: 1.1513 Epoch 2/2... Discriminator Loss: 0.5437... Generator Loss: 2.0190 Epoch 2/2... Discriminator Loss: 0.6362... Generator Loss: 1.5287 Epoch 2/2... Discriminator Loss: 0.6230... Generator Loss: 1.5333 Epoch 2/2... Discriminator Loss: 1.0075... Generator Loss: 0.8372 Epoch 2/2... Discriminator Loss: 0.7065... Generator Loss: 1.3177 Epoch 2/2... Discriminator Loss: 0.6180... Generator Loss: 1.6580
Epoch 2/2... Discriminator Loss: 0.5762... Generator Loss: 1.6641 Epoch 2/2... Discriminator Loss: 0.8840... Generator Loss: 1.0777 Epoch 2/2... Discriminator Loss: 0.6392... Generator Loss: 1.5059 Epoch 2/2... Discriminator Loss: 0.5139... Generator Loss: 2.2210 Epoch 2/2... Discriminator Loss: 1.2232... Generator Loss: 3.4822 Epoch 2/2... Discriminator Loss: 0.9138... Generator Loss: 0.9306 Epoch 2/2... Discriminator Loss: 0.6048... Generator Loss: 1.6059 Epoch 2/2... Discriminator Loss: 1.2190... Generator Loss: 0.5891 Epoch 2/2... Discriminator Loss: 1.4414... Generator Loss: 0.5891 Epoch 2/2... Discriminator Loss: 0.8097... Generator Loss: 1.1569
Epoch 2/2... Discriminator Loss: 1.9313... Generator Loss: 0.3972 Epoch 2/2... Discriminator Loss: 0.5550... Generator Loss: 2.1258 Epoch 2/2... Discriminator Loss: 0.7815... Generator Loss: 1.1816 Epoch 2/2... Discriminator Loss: 0.6875... Generator Loss: 2.2052 Epoch 2/2... Discriminator Loss: 0.8556... Generator Loss: 1.0893 Epoch 2/2... Discriminator Loss: 0.5738... Generator Loss: 1.7358 Epoch 2/2... Discriminator Loss: 1.4990... Generator Loss: 0.4601 Epoch 2/2... Discriminator Loss: 0.9411... Generator Loss: 0.9281 Epoch 2/2... Discriminator Loss: 0.8684... Generator Loss: 1.0326 Epoch 2/2... Discriminator Loss: 1.0355... Generator Loss: 0.8950
Epoch 2/2... Discriminator Loss: 1.2737... Generator Loss: 0.6719 Epoch 2/2... Discriminator Loss: 0.7941... Generator Loss: 1.2141 Epoch 2/2... Discriminator Loss: 0.5932... Generator Loss: 2.6476 Epoch 2/2... Discriminator Loss: 0.8946... Generator Loss: 3.5965 Epoch 2/2... Discriminator Loss: 1.8361... Generator Loss: 0.3943 Epoch 2/2... Discriminator Loss: 1.0016... Generator Loss: 0.9203 Epoch 2/2... Discriminator Loss: 0.6219... Generator Loss: 1.8425 Epoch 2/2... Discriminator Loss: 0.6978... Generator Loss: 1.4571 Epoch 2/2... Discriminator Loss: 0.5455... Generator Loss: 1.8244 Epoch 2/2... Discriminator Loss: 0.6131... Generator Loss: 2.0333
Epoch 2/2... Discriminator Loss: 0.6599... Generator Loss: 1.6681 Epoch 2/2... Discriminator Loss: 0.6750... Generator Loss: 1.5475 Epoch 2/2... Discriminator Loss: 0.7337... Generator Loss: 1.3150 Epoch 2/2... Discriminator Loss: 0.5821... Generator Loss: 2.4346 Epoch 2/2... Discriminator Loss: 1.1121... Generator Loss: 0.7772 Epoch 2/2... Discriminator Loss: 0.9414... Generator Loss: 1.0207 Epoch 2/2... Discriminator Loss: 2.1885... Generator Loss: 0.2634 Epoch 2/2... Discriminator Loss: 1.0706... Generator Loss: 0.7485 Epoch 2/2... Discriminator Loss: 0.9874... Generator Loss: 0.9086 Epoch 2/2... Discriminator Loss: 1.6934... Generator Loss: 0.4450
Epoch 2/2... Discriminator Loss: 0.7187... Generator Loss: 2.3658 Epoch 2/2... Discriminator Loss: 0.9254... Generator Loss: 1.0374 Epoch 2/2... Discriminator Loss: 0.5723... Generator Loss: 2.6365 Epoch 2/2... Discriminator Loss: 0.6986... Generator Loss: 1.3676 Epoch 2/2... Discriminator Loss: 0.9568... Generator Loss: 0.8825 Epoch 2/2... Discriminator Loss: 0.8539... Generator Loss: 1.0567 Epoch 2/2... Discriminator Loss: 0.6796... Generator Loss: 1.3895 Epoch 2/2... Discriminator Loss: 1.1753... Generator Loss: 0.7086 Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4511 Epoch 2/2... Discriminator Loss: 0.6792... Generator Loss: 1.5803
Epoch 2/2... Discriminator Loss: 0.4976... Generator Loss: 2.6463 Epoch 2/2... Discriminator Loss: 0.5117... Generator Loss: 2.1284 Epoch 2/2... Discriminator Loss: 0.9745... Generator Loss: 0.9072 Epoch 2/2... Discriminator Loss: 1.1687... Generator Loss: 0.6645 Epoch 2/2... Discriminator Loss: 0.4714... Generator Loss: 2.3599 Epoch 2/2... Discriminator Loss: 0.6360... Generator Loss: 1.5913 Epoch 2/2... Discriminator Loss: 1.1582... Generator Loss: 1.2329 Epoch 2/2... Discriminator Loss: 0.6974... Generator Loss: 1.6302 Epoch 2/2... Discriminator Loss: 0.6987... Generator Loss: 1.3433 Epoch 2/2... Discriminator Loss: 0.8512... Generator Loss: 0.9992
Epoch 2/2... Discriminator Loss: 0.7385... Generator Loss: 1.2741 Epoch 2/2... Discriminator Loss: 1.4526... Generator Loss: 0.5016 Epoch 2/2... Discriminator Loss: 0.7412... Generator Loss: 1.2289 Epoch 2/2... Discriminator Loss: 1.2472... Generator Loss: 0.7012 Epoch 2/2... Discriminator Loss: 0.8685... Generator Loss: 1.0368 Epoch 2/2... Discriminator Loss: 0.6114... Generator Loss: 1.6368 Epoch 2/2... Discriminator Loss: 0.5021... Generator Loss: 2.3373 Epoch 2/2... Discriminator Loss: 0.7484... Generator Loss: 1.5866 Epoch 2/2... Discriminator Loss: 1.0219... Generator Loss: 1.0197 Epoch 2/2... Discriminator Loss: 0.6810... Generator Loss: 1.3744
Epoch 2/2... Discriminator Loss: 0.4434... Generator Loss: 2.4591 Epoch 2/2... Discriminator Loss: 0.6914... Generator Loss: 1.5414 Epoch 2/2... Discriminator Loss: 0.6771... Generator Loss: 1.4812 Epoch 2/2... Discriminator Loss: 0.7169... Generator Loss: 1.3696 Epoch 2/2... Discriminator Loss: 0.6630... Generator Loss: 1.6807 Epoch 2/2... Discriminator Loss: 1.5567... Generator Loss: 0.5012 Epoch 2/2... Discriminator Loss: 0.6282... Generator Loss: 1.5067 Epoch 2/2... Discriminator Loss: 0.6724... Generator Loss: 1.6628 Epoch 2/2... Discriminator Loss: 1.0417... Generator Loss: 0.7651 Epoch 2/2... Discriminator Loss: 0.5611... Generator Loss: 1.8949
Epoch 2/2... Discriminator Loss: 0.6530... Generator Loss: 1.5445 Epoch 2/2... Discriminator Loss: 0.5445... Generator Loss: 2.1250 Epoch 2/2... Discriminator Loss: 0.5798... Generator Loss: 1.8427 Epoch 2/2... Discriminator Loss: 1.1232... Generator Loss: 2.4799 Epoch 2/2... Discriminator Loss: 0.8488... Generator Loss: 1.9609 Epoch 2/2... Discriminator Loss: 0.6093... Generator Loss: 1.9497 Epoch 2/2... Discriminator Loss: 0.9385... Generator Loss: 0.9982 Epoch 2/2... Discriminator Loss: 0.9161... Generator Loss: 1.0254 Epoch 2/2... Discriminator Loss: 0.7700... Generator Loss: 1.3311 Epoch 2/2... Discriminator Loss: 0.5241... Generator Loss: 2.2592
Epoch 2/2... Discriminator Loss: 0.5588... Generator Loss: 1.8883 Epoch 2/2... Discriminator Loss: 0.5577... Generator Loss: 1.8244 Epoch 2/2... Discriminator Loss: 1.2522... Generator Loss: 2.8584 Epoch 2/2... Discriminator Loss: 1.2424... Generator Loss: 0.6540 Epoch 2/2... Discriminator Loss: 0.6366... Generator Loss: 1.5639 Epoch 2/2... Discriminator Loss: 0.4544... Generator Loss: 2.3095 Epoch 2/2... Discriminator Loss: 1.8417... Generator Loss: 5.9295 Epoch 2/2... Discriminator Loss: 0.6254... Generator Loss: 1.8010 Epoch 2/2... Discriminator Loss: 0.5919... Generator Loss: 1.7382 Epoch 2/2... Discriminator Loss: 0.7061... Generator Loss: 2.1320
Epoch 2/2... Discriminator Loss: 0.6014... Generator Loss: 1.6515 Epoch 2/2... Discriminator Loss: 0.6003... Generator Loss: 1.5388 Epoch 2/2... Discriminator Loss: 0.7546... Generator Loss: 1.2205 Epoch 2/2... Discriminator Loss: 0.6320... Generator Loss: 1.6531 Epoch 2/2... Discriminator Loss: 0.8502... Generator Loss: 1.1488 Epoch 2/2... Discriminator Loss: 0.5791... Generator Loss: 1.7569 Epoch 2/2... Discriminator Loss: 0.8136... Generator Loss: 1.2304 Epoch 2/2... Discriminator Loss: 1.0264... Generator Loss: 0.8150 Epoch 2/2... Discriminator Loss: 0.6964... Generator Loss: 1.4160 Epoch 2/2... Discriminator Loss: 1.1509... Generator Loss: 0.9188
Epoch 2/2... Discriminator Loss: 1.2721... Generator Loss: 0.6556 Epoch 2/2... Discriminator Loss: 0.5611... Generator Loss: 1.7967 Epoch 2/2... Discriminator Loss: 0.6589... Generator Loss: 1.3882 Epoch 2/2... Discriminator Loss: 0.6390... Generator Loss: 1.4358 Epoch 2/2... Discriminator Loss: 0.5040... Generator Loss: 2.8176 Epoch 2/2... Discriminator Loss: 0.6697... Generator Loss: 1.4410 Epoch 2/2... Discriminator Loss: 0.6048... Generator Loss: 1.6877 Epoch 2/2... Discriminator Loss: 0.9236... Generator Loss: 0.9274 Epoch 2/2... Discriminator Loss: 0.6034... Generator Loss: 2.1159 Epoch 2/2... Discriminator Loss: 0.6582... Generator Loss: 1.7880
Epoch 2/2... Discriminator Loss: 1.3868... Generator Loss: 0.6037 Epoch 2/2... Discriminator Loss: 0.9983... Generator Loss: 0.9621 Epoch 2/2... Discriminator Loss: 0.7333... Generator Loss: 1.2601 Epoch 2/2... Discriminator Loss: 0.5008... Generator Loss: 2.0718 Epoch 2/2... Discriminator Loss: 0.6527... Generator Loss: 1.5437 Epoch 2/2... Discriminator Loss: 0.7735... Generator Loss: 1.2142 Epoch 2/2... Discriminator Loss: 0.5169... Generator Loss: 1.9132 Epoch 2/2... Discriminator Loss: 0.4849... Generator Loss: 2.2515 Epoch 2/2... Discriminator Loss: 0.5698... Generator Loss: 1.7663 Epoch 2/2... Discriminator Loss: 0.6883... Generator Loss: 1.3171
Epoch 2/2... Discriminator Loss: 0.4599... Generator Loss: 2.3055 Epoch 2/2... Discriminator Loss: 0.5681... Generator Loss: 1.8410 Epoch 2/2... Discriminator Loss: 1.4066... Generator Loss: 0.5614 Epoch 2/2... Discriminator Loss: 0.6069... Generator Loss: 3.2550 Epoch 2/2... Discriminator Loss: 0.6767... Generator Loss: 1.4132 Epoch 2/2... Discriminator Loss: 1.1260... Generator Loss: 0.7888 Epoch 2/2... Discriminator Loss: 0.6782... Generator Loss: 1.8275 Epoch 2/2... Discriminator Loss: 0.6636... Generator Loss: 1.5065 Epoch 2/2... Discriminator Loss: 0.6936... Generator Loss: 1.2851 Epoch 2/2... Discriminator Loss: 1.4641... Generator Loss: 0.5904
Epoch 2/2... Discriminator Loss: 0.5332... Generator Loss: 1.9160 Epoch 2/2... Discriminator Loss: 0.7285... Generator Loss: 1.2722 Epoch 2/2... Discriminator Loss: 1.1371... Generator Loss: 0.8290 Epoch 2/2... Discriminator Loss: 0.5792... Generator Loss: 2.9570 Epoch 2/2... Discriminator Loss: 0.6036... Generator Loss: 2.3034 Epoch 2/2... Discriminator Loss: 0.8029... Generator Loss: 1.4358 Epoch 2/2... Discriminator Loss: 0.8120... Generator Loss: 1.0932 Epoch 2/2... Discriminator Loss: 0.5469... Generator Loss: 1.8865 Epoch 2/2... Discriminator Loss: 0.5479... Generator Loss: 2.0266 Epoch 2/2... Discriminator Loss: 1.7043... Generator Loss: 0.3539
Epoch 2/2... Discriminator Loss: 0.4971... Generator Loss: 2.0508 Epoch 2/2... Discriminator Loss: 0.5382... Generator Loss: 2.4540 Epoch 2/2... Discriminator Loss: 0.8525... Generator Loss: 2.9431 Epoch 2/2... Discriminator Loss: 1.1850... Generator Loss: 0.6767 Epoch 2/2... Discriminator Loss: 1.0220... Generator Loss: 0.9856 Epoch 2/2... Discriminator Loss: 1.0398... Generator Loss: 0.8368 Epoch 2/2... Discriminator Loss: 0.8178... Generator Loss: 1.1845 Epoch 2/2... Discriminator Loss: 0.5065... Generator Loss: 2.0532 Epoch 2/2... Discriminator Loss: 0.6712... Generator Loss: 1.4505 Epoch 2/2... Discriminator Loss: 0.5923... Generator Loss: 1.7908
Epoch 2/2... Discriminator Loss: 0.7086... Generator Loss: 1.3987 Epoch 2/2... Discriminator Loss: 0.6933... Generator Loss: 2.3895 Epoch 2/2... Discriminator Loss: 0.4147... Generator Loss: 3.2041 Epoch 2/2... Discriminator Loss: 0.5922... Generator Loss: 1.7187 Epoch 2/2... Discriminator Loss: 0.6378... Generator Loss: 1.5084 Epoch 2/2... Discriminator Loss: 1.2806... Generator Loss: 0.5995 Epoch 2/2... Discriminator Loss: 0.5492... Generator Loss: 2.7875 Epoch 2/2... Discriminator Loss: 0.7776... Generator Loss: 1.1691 Epoch 2/2... Discriminator Loss: 0.6930... Generator Loss: 1.3391 Epoch 2/2... Discriminator Loss: 0.7182... Generator Loss: 1.3323
Epoch 2/2... Discriminator Loss: 0.6837... Generator Loss: 1.5384 Epoch 2/2... Discriminator Loss: 0.5421... Generator Loss: 1.8603 Epoch 2/2... Discriminator Loss: 0.5526... Generator Loss: 1.9349 Epoch 2/2... Discriminator Loss: 1.0276... Generator Loss: 0.8849 Epoch 2/2... Discriminator Loss: 0.7077... Generator Loss: 1.7504 Epoch 2/2... Discriminator Loss: 0.5072... Generator Loss: 2.0607 Epoch 2/2... Discriminator Loss: 1.0155... Generator Loss: 0.8262 Epoch 2/2... Discriminator Loss: 0.8445... Generator Loss: 1.0269 Epoch 2/2... Discriminator Loss: 1.8148... Generator Loss: 0.3813 Epoch 2/2... Discriminator Loss: 0.8280... Generator Loss: 1.1089
Epoch 2/2... Discriminator Loss: 0.5068... Generator Loss: 1.9592 Epoch 2/2... Discriminator Loss: 0.7707... Generator Loss: 1.1031 Epoch 2/2... Discriminator Loss: 0.7115... Generator Loss: 1.2421 Epoch 2/2... Discriminator Loss: 0.7929... Generator Loss: 2.9909 Epoch 2/2... Discriminator Loss: 0.4740... Generator Loss: 3.0631 Epoch 2/2... Discriminator Loss: 0.6194... Generator Loss: 1.4717 Epoch 2/2... Discriminator Loss: 1.3285... Generator Loss: 0.8076 Epoch 2/2... Discriminator Loss: 1.2227... Generator Loss: 0.9396 Epoch 2/2... Discriminator Loss: 1.1855... Generator Loss: 0.7758 Epoch 2/2... Discriminator Loss: 0.5275... Generator Loss: 2.4536
Epoch 2/2... Discriminator Loss: 0.7749... Generator Loss: 1.1894 Epoch 2/2... Discriminator Loss: 0.7601... Generator Loss: 1.3399 Epoch 2/2... Discriminator Loss: 0.6788... Generator Loss: 1.5197 Epoch 2/2... Discriminator Loss: 0.5426... Generator Loss: 2.0315 Epoch 2/2... Discriminator Loss: 0.6956... Generator Loss: 1.4761 Epoch 2/2... Discriminator Loss: 0.6038... Generator Loss: 1.6498 Epoch 2/2... Discriminator Loss: 1.2413... Generator Loss: 0.6665 Epoch 2/2... Discriminator Loss: 0.5994... Generator Loss: 1.7918 Epoch 2/2... Discriminator Loss: 0.9931... Generator Loss: 0.9845 Epoch 2/2... Discriminator Loss: 0.5958... Generator Loss: 1.6194
Epoch 2/2... Discriminator Loss: 0.6418... Generator Loss: 1.4080 Epoch 2/2... Discriminator Loss: 0.6550... Generator Loss: 1.4686 Epoch 2/2... Discriminator Loss: 0.4835... Generator Loss: 2.3351 Epoch 2/2... Discriminator Loss: 0.7817... Generator Loss: 1.1063 Epoch 2/2... Discriminator Loss: 0.6719... Generator Loss: 1.3774 Epoch 2/2... Discriminator Loss: 0.4802... Generator Loss: 2.1663 Epoch 2/2... Discriminator Loss: 0.9548... Generator Loss: 0.9271 Epoch 2/2... Discriminator Loss: 0.6857... Generator Loss: 1.5860 Epoch 2/2... Discriminator Loss: 0.5787... Generator Loss: 1.7778 Epoch 2/2... Discriminator Loss: 1.4394... Generator Loss: 0.6232
Epoch 2/2... Discriminator Loss: 0.6105... Generator Loss: 1.5635 Epoch 2/2... Discriminator Loss: 0.5471... Generator Loss: 1.8602 Epoch 2/2... Discriminator Loss: 0.4417... Generator Loss: 2.4474 Epoch 2/2... Discriminator Loss: 0.6711... Generator Loss: 1.4842 Epoch 2/2... Discriminator Loss: 0.6698... Generator Loss: 1.3815 Epoch 2/2... Discriminator Loss: 0.7004... Generator Loss: 1.4915 Epoch 2/2... Discriminator Loss: 0.8538... Generator Loss: 1.0418 Epoch 2/2... Discriminator Loss: 0.6810... Generator Loss: 1.4450 Epoch 2/2... Discriminator Loss: 1.0344... Generator Loss: 0.8425 Epoch 2/2... Discriminator Loss: 0.7723... Generator Loss: 1.3088
Epoch 2/2... Discriminator Loss: 0.8343... Generator Loss: 1.1657 Epoch 2/2... Discriminator Loss: 0.6598... Generator Loss: 1.4149 Epoch 2/2... Discriminator Loss: 0.5523... Generator Loss: 1.7915 Epoch 2/2... Discriminator Loss: 0.6522... Generator Loss: 1.4508 Epoch 2/2... Discriminator Loss: 0.8115... Generator Loss: 1.4322 Epoch 2/2... Discriminator Loss: 0.7488... Generator Loss: 1.2261 Epoch 2/2... Discriminator Loss: 0.6798... Generator Loss: 1.3839 Epoch 2/2... Discriminator Loss: 1.3482... Generator Loss: 0.5983 Epoch 2/2... Discriminator Loss: 0.5359... Generator Loss: 1.9087 Epoch 2/2... Discriminator Loss: 2.1173... Generator Loss: 0.2999
Epoch 2/2... Discriminator Loss: 1.2085... Generator Loss: 3.3552 Epoch 2/2... Discriminator Loss: 1.3611... Generator Loss: 0.6139 Epoch 2/2... Discriminator Loss: 0.8730... Generator Loss: 1.0819 Epoch 2/2... Discriminator Loss: 0.9071... Generator Loss: 0.9555 Epoch 2/2... Discriminator Loss: 0.6698... Generator Loss: 1.3975 Epoch 2/2... Discriminator Loss: 0.8431... Generator Loss: 1.0617 Epoch 2/2... Discriminator Loss: 0.6612... Generator Loss: 1.4213 Epoch 2/2... Discriminator Loss: 0.5794... Generator Loss: 1.6940 Epoch 2/2... Discriminator Loss: 0.6059... Generator Loss: 1.5344 Epoch 2/2... Discriminator Loss: 0.6909... Generator Loss: 1.5118
Epoch 2/2... Discriminator Loss: 0.4852... Generator Loss: 2.3357 Epoch 2/2... Discriminator Loss: 0.5411... Generator Loss: 1.8854 Epoch 2/2... Discriminator Loss: 0.4820... Generator Loss: 2.4090 Epoch 2/2... Discriminator Loss: 0.7338... Generator Loss: 1.3333 Epoch 2/2... Discriminator Loss: 0.9610... Generator Loss: 4.1808 Epoch 2/2... Discriminator Loss: 0.9573... Generator Loss: 0.9575 Epoch 2/2... Discriminator Loss: 0.7431... Generator Loss: 1.3326 Epoch 2/2... Discriminator Loss: 0.9626... Generator Loss: 0.9597 Epoch 2/2... Discriminator Loss: 0.4938... Generator Loss: 2.1562 Epoch 2/2... Discriminator Loss: 1.2894... Generator Loss: 0.6447
Epoch 2/2... Discriminator Loss: 0.7952... Generator Loss: 1.5969 Epoch 2/2... Discriminator Loss: 3.2189... Generator Loss: 0.2787 Epoch 2/2... Discriminator Loss: 0.7498... Generator Loss: 1.2030 Epoch 2/2... Discriminator Loss: 0.7163... Generator Loss: 1.3598 Epoch 2/2... Discriminator Loss: 0.5886... Generator Loss: 1.7309 Epoch 2/2... Discriminator Loss: 0.6249... Generator Loss: 1.5210 Epoch 2/2... Discriminator Loss: 0.6397... Generator Loss: 1.6553 Epoch 2/2... Discriminator Loss: 0.7912... Generator Loss: 1.1597 Epoch 2/2... Discriminator Loss: 0.6892... Generator Loss: 1.4584 Epoch 2/2... Discriminator Loss: 0.4343... Generator Loss: 2.7933
Epoch 2/2... Discriminator Loss: 1.3917... Generator Loss: 0.6750 Epoch 2/2... Discriminator Loss: 0.5691... Generator Loss: 1.8762 Epoch 2/2... Discriminator Loss: 0.6979... Generator Loss: 1.3100 Epoch 2/2... Discriminator Loss: 0.8077... Generator Loss: 1.2797 Epoch 2/2... Discriminator Loss: 0.6912... Generator Loss: 1.4431 Epoch 2/2... Discriminator Loss: 0.5872... Generator Loss: 1.8322 Epoch 2/2... Discriminator Loss: 0.5112... Generator Loss: 2.1604 Epoch 2/2... Discriminator Loss: 0.5475... Generator Loss: 1.9106 Epoch 2/2... Discriminator Loss: 0.5275... Generator Loss: 2.1478 Epoch 2/2... Discriminator Loss: 0.5617... Generator Loss: 1.8620
Epoch 2/2... Discriminator Loss: 0.5492... Generator Loss: 1.9457 Epoch 2/2... Discriminator Loss: 0.7654... Generator Loss: 1.2091 Epoch 2/2... Discriminator Loss: 0.6061... Generator Loss: 1.6683 Epoch 2/2... Discriminator Loss: 0.6314... Generator Loss: 1.5739 Epoch 2/2... Discriminator Loss: 1.1535... Generator Loss: 0.7421 Epoch 2/2... Discriminator Loss: 0.5847... Generator Loss: 1.7828 Epoch 2/2... Discriminator Loss: 0.4901... Generator Loss: 2.2764 Epoch 2/2... Discriminator Loss: 0.5276... Generator Loss: 2.0431 Epoch 2/2... Discriminator Loss: 0.7765... Generator Loss: 1.1581 Epoch 2/2... Discriminator Loss: 0.6674... Generator Loss: 1.5854
Epoch 2/2... Discriminator Loss: 0.6376... Generator Loss: 1.6392 Epoch 2/2... Discriminator Loss: 1.2435... Generator Loss: 1.0023 Epoch 2/2... Discriminator Loss: 0.5798... Generator Loss: 3.1653 Epoch 2/2... Discriminator Loss: 0.8098... Generator Loss: 3.1374 Epoch 2/2... Discriminator Loss: 0.9240... Generator Loss: 1.0201 Epoch 2/2... Discriminator Loss: 0.6204... Generator Loss: 1.5875 Epoch 2/2... Discriminator Loss: 2.0089... Generator Loss: 0.2893 Epoch 2/2... Discriminator Loss: 0.6395... Generator Loss: 1.4881 Epoch 2/2... Discriminator Loss: 0.7732... Generator Loss: 1.2090 Epoch 2/2... Discriminator Loss: 0.7319... Generator Loss: 1.4889
Epoch 2/2... Discriminator Loss: 0.6252... Generator Loss: 1.6543 Epoch 2/2... Discriminator Loss: 0.4940... Generator Loss: 2.2338 Epoch 2/2... Discriminator Loss: 1.0376... Generator Loss: 0.9068 Epoch 2/2... Discriminator Loss: 0.4864... Generator Loss: 2.2438 Epoch 2/2... Discriminator Loss: 0.5550... Generator Loss: 1.9976 Epoch 2/2... Discriminator Loss: 0.5372... Generator Loss: 2.8343 Epoch 2/2... Discriminator Loss: 0.7765... Generator Loss: 1.1426 Epoch 2/2... Discriminator Loss: 0.8685... Generator Loss: 1.0289 Epoch 2/2... Discriminator Loss: 0.6032... Generator Loss: 1.4946 Epoch 2/2... Discriminator Loss: 0.7063... Generator Loss: 1.2603
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 128
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 3.6038... Generator Loss: 0.0498 Epoch 1/1... Discriminator Loss: 0.8452... Generator Loss: 1.2513 Epoch 1/1... Discriminator Loss: 2.7514... Generator Loss: 0.1137 Epoch 1/1... Discriminator Loss: 0.7160... Generator Loss: 2.6804 Epoch 1/1... Discriminator Loss: 1.6826... Generator Loss: 9.2876 Epoch 1/1... Discriminator Loss: 0.9872... Generator Loss: 0.9197 Epoch 1/1... Discriminator Loss: 1.2202... Generator Loss: 5.3010 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 1.3826 Epoch 1/1... Discriminator Loss: 0.5354... Generator Loss: 2.7873 Epoch 1/1... Discriminator Loss: 0.8514... Generator Loss: 1.2355
Epoch 1/1... Discriminator Loss: 0.5669... Generator Loss: 2.9244 Epoch 1/1... Discriminator Loss: 0.6420... Generator Loss: 1.7424 Epoch 1/1... Discriminator Loss: 1.0241... Generator Loss: 0.7623 Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 2.2867 Epoch 1/1... Discriminator Loss: 0.3742... Generator Loss: 3.7763 Epoch 1/1... Discriminator Loss: 0.5432... Generator Loss: 2.3575 Epoch 1/1... Discriminator Loss: 0.4464... Generator Loss: 3.0226 Epoch 1/1... Discriminator Loss: 0.6418... Generator Loss: 1.5397 Epoch 1/1... Discriminator Loss: 0.4735... Generator Loss: 2.4963 Epoch 1/1... Discriminator Loss: 0.7109... Generator Loss: 1.8827
Epoch 1/1... Discriminator Loss: 0.6482... Generator Loss: 1.5558 Epoch 1/1... Discriminator Loss: 0.4581... Generator Loss: 4.0296 Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.5162 Epoch 1/1... Discriminator Loss: 1.3657... Generator Loss: 3.8143 Epoch 1/1... Discriminator Loss: 1.4099... Generator Loss: 4.2364 Epoch 1/1... Discriminator Loss: 1.1181... Generator Loss: 0.6445 Epoch 1/1... Discriminator Loss: 1.4679... Generator Loss: 0.5379 Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.6681 Epoch 1/1... Discriminator Loss: 0.8817... Generator Loss: 2.2752 Epoch 1/1... Discriminator Loss: 1.1546... Generator Loss: 0.7864
Epoch 1/1... Discriminator Loss: 0.8551... Generator Loss: 1.7315 Epoch 1/1... Discriminator Loss: 1.3709... Generator Loss: 0.6100 Epoch 1/1... Discriminator Loss: 1.2219... Generator Loss: 0.6636 Epoch 1/1... Discriminator Loss: 0.9791... Generator Loss: 0.9197 Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 1.7148 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.6170 Epoch 1/1... Discriminator Loss: 1.2641... Generator Loss: 0.9701 Epoch 1/1... Discriminator Loss: 1.4942... Generator Loss: 0.4693 Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.9408 Epoch 1/1... Discriminator Loss: 1.2639... Generator Loss: 0.9983
Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 1.0862 Epoch 1/1... Discriminator Loss: 1.0702... Generator Loss: 0.9290 Epoch 1/1... Discriminator Loss: 1.1516... Generator Loss: 0.9043 Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.7535 Epoch 1/1... Discriminator Loss: 1.0788... Generator Loss: 1.8678 Epoch 1/1... Discriminator Loss: 0.9758... Generator Loss: 1.0075 Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 0.9439 Epoch 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.9983 Epoch 1/1... Discriminator Loss: 1.1250... Generator Loss: 1.0534 Epoch 1/1... Discriminator Loss: 1.5123... Generator Loss: 0.4506
Epoch 1/1... Discriminator Loss: 1.3271... Generator Loss: 1.4776 Epoch 1/1... Discriminator Loss: 1.1311... Generator Loss: 0.7824 Epoch 1/1... Discriminator Loss: 1.1951... Generator Loss: 0.7235 Epoch 1/1... Discriminator Loss: 1.2256... Generator Loss: 0.7164 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 1.3649 Epoch 1/1... Discriminator Loss: 1.1714... Generator Loss: 1.2283 Epoch 1/1... Discriminator Loss: 1.3566... Generator Loss: 0.6745 Epoch 1/1... Discriminator Loss: 1.2796... Generator Loss: 0.6758 Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.5881 Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 0.9768
Epoch 1/1... Discriminator Loss: 1.0313... Generator Loss: 0.8566 Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 0.7198 Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 0.8013 Epoch 1/1... Discriminator Loss: 0.9400... Generator Loss: 1.2811 Epoch 1/1... Discriminator Loss: 1.0014... Generator Loss: 1.0191 Epoch 1/1... Discriminator Loss: 1.3857... Generator Loss: 0.5126 Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.6148 Epoch 1/1... Discriminator Loss: 1.2774... Generator Loss: 1.3715 Epoch 1/1... Discriminator Loss: 1.2274... Generator Loss: 1.1100 Epoch 1/1... Discriminator Loss: 1.4770... Generator Loss: 0.6429
Epoch 1/1... Discriminator Loss: 1.4389... Generator Loss: 0.6221 Epoch 1/1... Discriminator Loss: 1.3302... Generator Loss: 0.6356 Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.6442 Epoch 1/1... Discriminator Loss: 1.4593... Generator Loss: 0.5829 Epoch 1/1... Discriminator Loss: 1.2800... Generator Loss: 0.8874 Epoch 1/1... Discriminator Loss: 1.0513... Generator Loss: 0.8548 Epoch 1/1... Discriminator Loss: 1.0222... Generator Loss: 0.9775 Epoch 1/1... Discriminator Loss: 1.2556... Generator Loss: 0.6959 Epoch 1/1... Discriminator Loss: 1.1855... Generator Loss: 0.7504 Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 1.0676
Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 0.6946 Epoch 1/1... Discriminator Loss: 1.2416... Generator Loss: 0.7983 Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 1.0667 Epoch 1/1... Discriminator Loss: 1.3831... Generator Loss: 0.8395 Epoch 1/1... Discriminator Loss: 1.3996... Generator Loss: 0.5655 Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 0.7349 Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 0.7288 Epoch 1/1... Discriminator Loss: 1.1084... Generator Loss: 1.0485 Epoch 1/1... Discriminator Loss: 1.2073... Generator Loss: 2.1777 Epoch 1/1... Discriminator Loss: 1.1121... Generator Loss: 1.1138
Epoch 1/1... Discriminator Loss: 1.3202... Generator Loss: 0.8195 Epoch 1/1... Discriminator Loss: 1.1667... Generator Loss: 0.9785 Epoch 1/1... Discriminator Loss: 1.3043... Generator Loss: 1.0896 Epoch 1/1... Discriminator Loss: 1.3318... Generator Loss: 0.7178 Epoch 1/1... Discriminator Loss: 1.0092... Generator Loss: 1.1629 Epoch 1/1... Discriminator Loss: 1.3512... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.1908... Generator Loss: 1.0548 Epoch 1/1... Discriminator Loss: 1.5116... Generator Loss: 0.5515 Epoch 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.6629 Epoch 1/1... Discriminator Loss: 1.1676... Generator Loss: 0.7756
Epoch 1/1... Discriminator Loss: 1.4290... Generator Loss: 0.4921 Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 1.1402 Epoch 1/1... Discriminator Loss: 1.1638... Generator Loss: 0.7545 Epoch 1/1... Discriminator Loss: 1.2015... Generator Loss: 0.8286 Epoch 1/1... Discriminator Loss: 1.4949... Generator Loss: 0.4570 Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 0.6342 Epoch 1/1... Discriminator Loss: 1.2786... Generator Loss: 0.5843 Epoch 1/1... Discriminator Loss: 1.1193... Generator Loss: 1.2379 Epoch 1/1... Discriminator Loss: 1.3235... Generator Loss: 1.0163 Epoch 1/1... Discriminator Loss: 1.0842... Generator Loss: 0.9779
Epoch 1/1... Discriminator Loss: 1.3160... Generator Loss: 0.7536 Epoch 1/1... Discriminator Loss: 1.2857... Generator Loss: 1.0955 Epoch 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.6654 Epoch 1/1... Discriminator Loss: 1.6932... Generator Loss: 0.3531 Epoch 1/1... Discriminator Loss: 1.3282... Generator Loss: 0.5866 Epoch 1/1... Discriminator Loss: 1.2116... Generator Loss: 1.0957 Epoch 1/1... Discriminator Loss: 1.0399... Generator Loss: 1.0688 Epoch 1/1... Discriminator Loss: 1.1333... Generator Loss: 0.9427 Epoch 1/1... Discriminator Loss: 1.3598... Generator Loss: 0.6044 Epoch 1/1... Discriminator Loss: 1.2722... Generator Loss: 0.8164
Epoch 1/1... Discriminator Loss: 1.1038... Generator Loss: 0.8950 Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 1.0283 Epoch 1/1... Discriminator Loss: 1.5351... Generator Loss: 1.2442 Epoch 1/1... Discriminator Loss: 1.0831... Generator Loss: 0.8090 Epoch 1/1... Discriminator Loss: 1.2443... Generator Loss: 0.6781 Epoch 1/1... Discriminator Loss: 1.0940... Generator Loss: 0.9594 Epoch 1/1... Discriminator Loss: 1.4711... Generator Loss: 0.6608 Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 0.6180 Epoch 1/1... Discriminator Loss: 1.2063... Generator Loss: 0.7070 Epoch 1/1... Discriminator Loss: 1.5097... Generator Loss: 0.4526
Epoch 1/1... Discriminator Loss: 1.2859... Generator Loss: 0.8361 Epoch 1/1... Discriminator Loss: 1.2291... Generator Loss: 0.6895 Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.8661 Epoch 1/1... Discriminator Loss: 1.2891... Generator Loss: 0.8205 Epoch 1/1... Discriminator Loss: 1.1597... Generator Loss: 0.7061 Epoch 1/1... Discriminator Loss: 1.1589... Generator Loss: 1.0186 Epoch 1/1... Discriminator Loss: 1.1091... Generator Loss: 0.8244 Epoch 1/1... Discriminator Loss: 1.2603... Generator Loss: 0.8432 Epoch 1/1... Discriminator Loss: 1.3867... Generator Loss: 0.4951 Epoch 1/1... Discriminator Loss: 1.2589... Generator Loss: 0.6311
Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.9898 Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 1.2552 Epoch 1/1... Discriminator Loss: 1.1363... Generator Loss: 1.2854 Epoch 1/1... Discriminator Loss: 1.1331... Generator Loss: 1.1543 Epoch 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 1.4261... Generator Loss: 0.4777 Epoch 1/1... Discriminator Loss: 1.3086... Generator Loss: 0.6590 Epoch 1/1... Discriminator Loss: 1.1936... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 1.2347... Generator Loss: 0.9163 Epoch 1/1... Discriminator Loss: 1.6639... Generator Loss: 0.4161
Epoch 1/1... Discriminator Loss: 1.5931... Generator Loss: 0.3826 Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 0.8343 Epoch 1/1... Discriminator Loss: 1.4482... Generator Loss: 0.8754 Epoch 1/1... Discriminator Loss: 1.2424... Generator Loss: 0.8334 Epoch 1/1... Discriminator Loss: 1.3350... Generator Loss: 0.7270 Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 0.8046 Epoch 1/1... Discriminator Loss: 1.1995... Generator Loss: 0.7236 Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.7405 Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 0.8838 Epoch 1/1... Discriminator Loss: 1.5485... Generator Loss: 0.6065
Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.5627 Epoch 1/1... Discriminator Loss: 1.1770... Generator Loss: 0.9308 Epoch 1/1... Discriminator Loss: 1.4162... Generator Loss: 0.4627 Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 0.8368 Epoch 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.9590 Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 0.7507 Epoch 1/1... Discriminator Loss: 1.1008... Generator Loss: 1.2007 Epoch 1/1... Discriminator Loss: 1.2247... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 1.3529... Generator Loss: 0.5280 Epoch 1/1... Discriminator Loss: 1.1277... Generator Loss: 0.7282
Epoch 1/1... Discriminator Loss: 1.1904... Generator Loss: 0.7454 Epoch 1/1... Discriminator Loss: 1.1751... Generator Loss: 1.1219 Epoch 1/1... Discriminator Loss: 1.4484... Generator Loss: 1.1698 Epoch 1/1... Discriminator Loss: 1.4976... Generator Loss: 0.4897 Epoch 1/1... Discriminator Loss: 1.3457... Generator Loss: 1.0917 Epoch 1/1... Discriminator Loss: 1.1631... Generator Loss: 0.7437 Epoch 1/1... Discriminator Loss: 1.2971... Generator Loss: 0.6893 Epoch 1/1... Discriminator Loss: 1.1455... Generator Loss: 0.7945 Epoch 1/1... Discriminator Loss: 1.4139... Generator Loss: 0.4745 Epoch 1/1... Discriminator Loss: 1.2001... Generator Loss: 0.6650
Epoch 1/1... Discriminator Loss: 1.0459... Generator Loss: 0.9796 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 0.8078 Epoch 1/1... Discriminator Loss: 1.3279... Generator Loss: 0.6341 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.1701 Epoch 1/1... Discriminator Loss: 1.2325... Generator Loss: 1.0864 Epoch 1/1... Discriminator Loss: 1.2932... Generator Loss: 1.6381 Epoch 1/1... Discriminator Loss: 1.2762... Generator Loss: 0.6112 Epoch 1/1... Discriminator Loss: 1.1679... Generator Loss: 0.8707 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.8925 Epoch 1/1... Discriminator Loss: 1.1222... Generator Loss: 1.2723
Epoch 1/1... Discriminator Loss: 1.2272... Generator Loss: 1.0037 Epoch 1/1... Discriminator Loss: 1.1122... Generator Loss: 1.0828 Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 1.1996 Epoch 1/1... Discriminator Loss: 1.1043... Generator Loss: 1.3424 Epoch 1/1... Discriminator Loss: 1.3669... Generator Loss: 0.7504 Epoch 1/1... Discriminator Loss: 1.3294... Generator Loss: 0.7946 Epoch 1/1... Discriminator Loss: 1.3276... Generator Loss: 0.6229 Epoch 1/1... Discriminator Loss: 1.2627... Generator Loss: 0.6374 Epoch 1/1... Discriminator Loss: 1.3551... Generator Loss: 0.6734 Epoch 1/1... Discriminator Loss: 1.7454... Generator Loss: 0.3876
Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.8109 Epoch 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.6814 Epoch 1/1... Discriminator Loss: 1.1389... Generator Loss: 1.0594 Epoch 1/1... Discriminator Loss: 1.6798... Generator Loss: 0.3865 Epoch 1/1... Discriminator Loss: 1.4496... Generator Loss: 0.5196 Epoch 1/1... Discriminator Loss: 1.0617... Generator Loss: 0.8987 Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 0.6739 Epoch 1/1... Discriminator Loss: 1.3176... Generator Loss: 0.5710 Epoch 1/1... Discriminator Loss: 1.0608... Generator Loss: 0.8700 Epoch 1/1... Discriminator Loss: 1.2994... Generator Loss: 0.8356
Epoch 1/1... Discriminator Loss: 1.0739... Generator Loss: 0.9080 Epoch 1/1... Discriminator Loss: 1.0156... Generator Loss: 1.0776 Epoch 1/1... Discriminator Loss: 1.1844... Generator Loss: 0.6689 Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 0.8660 Epoch 1/1... Discriminator Loss: 1.0551... Generator Loss: 1.0111 Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 0.8687 Epoch 1/1... Discriminator Loss: 1.2903... Generator Loss: 0.6496 Epoch 1/1... Discriminator Loss: 1.2706... Generator Loss: 1.2628 Epoch 1/1... Discriminator Loss: 1.0431... Generator Loss: 1.1208 Epoch 1/1... Discriminator Loss: 1.2542... Generator Loss: 0.9903
Epoch 1/1... Discriminator Loss: 1.0946... Generator Loss: 0.7849 Epoch 1/1... Discriminator Loss: 1.1374... Generator Loss: 1.1620 Epoch 1/1... Discriminator Loss: 1.1865... Generator Loss: 1.0676 Epoch 1/1... Discriminator Loss: 1.3954... Generator Loss: 0.5035 Epoch 1/1... Discriminator Loss: 1.2218... Generator Loss: 0.6466 Epoch 1/1... Discriminator Loss: 1.5587... Generator Loss: 0.4503 Epoch 1/1... Discriminator Loss: 1.1802... Generator Loss: 0.6256 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.8830 Epoch 1/1... Discriminator Loss: 1.5988... Generator Loss: 0.4227 Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 1.1542
Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.8399 Epoch 1/1... Discriminator Loss: 1.2746... Generator Loss: 0.6295 Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 1.1203 Epoch 1/1... Discriminator Loss: 0.9405... Generator Loss: 1.2223 Epoch 1/1... Discriminator Loss: 1.1042... Generator Loss: 1.1927 Epoch 1/1... Discriminator Loss: 1.2401... Generator Loss: 0.9877 Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 1.2503 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 0.9235 Epoch 1/1... Discriminator Loss: 1.2447... Generator Loss: 0.5798 Epoch 1/1... Discriminator Loss: 1.2055... Generator Loss: 0.6111
Epoch 1/1... Discriminator Loss: 1.1593... Generator Loss: 0.7626 Epoch 1/1... Discriminator Loss: 1.4410... Generator Loss: 1.5094 Epoch 1/1... Discriminator Loss: 0.9972... Generator Loss: 1.0283 Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 0.8296 Epoch 1/1... Discriminator Loss: 1.2803... Generator Loss: 0.5967 Epoch 1/1... Discriminator Loss: 1.2749... Generator Loss: 0.8325 Epoch 1/1... Discriminator Loss: 1.2378... Generator Loss: 0.8073 Epoch 1/1... Discriminator Loss: 1.3841... Generator Loss: 0.5615 Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.6012 Epoch 1/1... Discriminator Loss: 1.4371... Generator Loss: 0.5471
Epoch 1/1... Discriminator Loss: 1.1908... Generator Loss: 0.9812 Epoch 1/1... Discriminator Loss: 1.3375... Generator Loss: 1.2838 Epoch 1/1... Discriminator Loss: 1.0754... Generator Loss: 1.2810 Epoch 1/1... Discriminator Loss: 1.1718... Generator Loss: 0.8099 Epoch 1/1... Discriminator Loss: 1.4895... Generator Loss: 0.4227 Epoch 1/1... Discriminator Loss: 1.3535... Generator Loss: 0.5558 Epoch 1/1... Discriminator Loss: 1.2178... Generator Loss: 0.7025 Epoch 1/1... Discriminator Loss: 1.1256... Generator Loss: 0.6893 Epoch 1/1... Discriminator Loss: 0.8512... Generator Loss: 1.5590 Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.5209
Epoch 1/1... Discriminator Loss: 1.1671... Generator Loss: 0.7595 Epoch 1/1... Discriminator Loss: 1.0579... Generator Loss: 0.9949 Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.7975 Epoch 1/1... Discriminator Loss: 1.3168... Generator Loss: 0.5806 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.5829 Epoch 1/1... Discriminator Loss: 2.0431... Generator Loss: 0.2156 Epoch 1/1... Discriminator Loss: 1.0732... Generator Loss: 0.8479 Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 1.6156 Epoch 1/1... Discriminator Loss: 1.7210... Generator Loss: 0.3161 Epoch 1/1... Discriminator Loss: 0.9359... Generator Loss: 0.9571
Epoch 1/1... Discriminator Loss: 1.2277... Generator Loss: 0.7199 Epoch 1/1... Discriminator Loss: 1.0821... Generator Loss: 0.7702 Epoch 1/1... Discriminator Loss: 1.0346... Generator Loss: 1.3022 Epoch 1/1... Discriminator Loss: 1.3101... Generator Loss: 0.5550 Epoch 1/1... Discriminator Loss: 1.8992... Generator Loss: 0.2587 Epoch 1/1... Discriminator Loss: 1.1033... Generator Loss: 0.7383 Epoch 1/1... Discriminator Loss: 1.5356... Generator Loss: 2.4540 Epoch 1/1... Discriminator Loss: 1.0619... Generator Loss: 0.8676 Epoch 1/1... Discriminator Loss: 1.3299... Generator Loss: 1.7569 Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 1.4499
Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 0.7636 Epoch 1/1... Discriminator Loss: 1.4032... Generator Loss: 0.4788 Epoch 1/1... Discriminator Loss: 0.9397... Generator Loss: 1.8228 Epoch 1/1... Discriminator Loss: 1.5239... Generator Loss: 0.4108 Epoch 1/1... Discriminator Loss: 1.3685... Generator Loss: 0.4869 Epoch 1/1... Discriminator Loss: 0.9324... Generator Loss: 1.0505 Epoch 1/1... Discriminator Loss: 1.2375... Generator Loss: 1.1938 Epoch 1/1... Discriminator Loss: 1.0255... Generator Loss: 0.9290 Epoch 1/1... Discriminator Loss: 1.0389... Generator Loss: 1.4042 Epoch 1/1... Discriminator Loss: 1.1475... Generator Loss: 1.3945
Epoch 1/1... Discriminator Loss: 1.5419... Generator Loss: 0.4217 Epoch 1/1... Discriminator Loss: 1.5145... Generator Loss: 0.5283 Epoch 1/1... Discriminator Loss: 0.8709... Generator Loss: 2.0560 Epoch 1/1... Discriminator Loss: 1.5318... Generator Loss: 0.4036 Epoch 1/1... Discriminator Loss: 1.2329... Generator Loss: 0.6110 Epoch 1/1... Discriminator Loss: 1.4738... Generator Loss: 0.5009 Epoch 1/1... Discriminator Loss: 1.2317... Generator Loss: 0.6392 Epoch 1/1... Discriminator Loss: 0.9527... Generator Loss: 1.0516 Epoch 1/1... Discriminator Loss: 1.2456... Generator Loss: 1.4032 Epoch 1/1... Discriminator Loss: 0.8639... Generator Loss: 1.2251
Epoch 1/1... Discriminator Loss: 1.5753... Generator Loss: 0.3954 Epoch 1/1... Discriminator Loss: 0.9207... Generator Loss: 0.9403 Epoch 1/1... Discriminator Loss: 1.4104... Generator Loss: 1.6388 Epoch 1/1... Discriminator Loss: 1.1662... Generator Loss: 0.6330 Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.0562 Epoch 1/1... Discriminator Loss: 2.2527... Generator Loss: 0.1745 Epoch 1/1... Discriminator Loss: 1.0439... Generator Loss: 1.9539 Epoch 1/1... Discriminator Loss: 1.0080... Generator Loss: 1.0227 Epoch 1/1... Discriminator Loss: 1.0060... Generator Loss: 1.2509 Epoch 1/1... Discriminator Loss: 1.4908... Generator Loss: 0.7795
Epoch 1/1... Discriminator Loss: 1.1521... Generator Loss: 0.7086 Epoch 1/1... Discriminator Loss: 0.6327... Generator Loss: 1.6687 Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.6144 Epoch 1/1... Discriminator Loss: 1.2604... Generator Loss: 0.5684 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.5429 Epoch 1/1... Discriminator Loss: 1.3542... Generator Loss: 0.8127 Epoch 1/1... Discriminator Loss: 1.5601... Generator Loss: 0.3987 Epoch 1/1... Discriminator Loss: 1.6120... Generator Loss: 0.3647 Epoch 1/1... Discriminator Loss: 2.2008... Generator Loss: 0.1894 Epoch 1/1... Discriminator Loss: 1.2731... Generator Loss: 0.9105
Epoch 1/1... Discriminator Loss: 0.9028... Generator Loss: 0.9494 Epoch 1/1... Discriminator Loss: 1.1002... Generator Loss: 0.9717 Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 1.2949 Epoch 1/1... Discriminator Loss: 0.8028... Generator Loss: 1.3435 Epoch 1/1... Discriminator Loss: 0.9586... Generator Loss: 1.1219 Epoch 1/1... Discriminator Loss: 1.6413... Generator Loss: 1.6723 Epoch 1/1... Discriminator Loss: 1.0531... Generator Loss: 0.9071 Epoch 1/1... Discriminator Loss: 0.9111... Generator Loss: 1.2101 Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 1.2516 Epoch 1/1... Discriminator Loss: 0.8651... Generator Loss: 1.1269
Epoch 1/1... Discriminator Loss: 1.1395... Generator Loss: 0.8786 Epoch 1/1... Discriminator Loss: 1.2005... Generator Loss: 0.7687 Epoch 1/1... Discriminator Loss: 1.0662... Generator Loss: 0.9192 Epoch 1/1... Discriminator Loss: 1.2280... Generator Loss: 1.1358 Epoch 1/1... Discriminator Loss: 1.4541... Generator Loss: 0.4398 Epoch 1/1... Discriminator Loss: 1.0220... Generator Loss: 1.3139 Epoch 1/1... Discriminator Loss: 1.5860... Generator Loss: 0.4165 Epoch 1/1... Discriminator Loss: 1.6545... Generator Loss: 0.3569 Epoch 1/1... Discriminator Loss: 1.4196... Generator Loss: 0.4404 Epoch 1/1... Discriminator Loss: 2.0346... Generator Loss: 0.2200
Epoch 1/1... Discriminator Loss: 0.8749... Generator Loss: 1.2305 Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 0.6639 Epoch 1/1... Discriminator Loss: 1.3628... Generator Loss: 0.5752 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 1.0888 Epoch 1/1... Discriminator Loss: 1.3897... Generator Loss: 1.2082 Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 1.6627 Epoch 1/1... Discriminator Loss: 1.0713... Generator Loss: 1.2402 Epoch 1/1... Discriminator Loss: 1.0452... Generator Loss: 1.5207 Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 1.3482 Epoch 1/1... Discriminator Loss: 0.8936... Generator Loss: 1.4535
Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 0.8131 Epoch 1/1... Discriminator Loss: 0.9514... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 0.7394... Generator Loss: 1.9694 Epoch 1/1... Discriminator Loss: 1.2530... Generator Loss: 0.6051 Epoch 1/1... Discriminator Loss: 1.1220... Generator Loss: 0.9318 Epoch 1/1... Discriminator Loss: 1.1223... Generator Loss: 0.7609 Epoch 1/1... Discriminator Loss: 1.2734... Generator Loss: 0.6047 Epoch 1/1... Discriminator Loss: 1.1035... Generator Loss: 0.9833 Epoch 1/1... Discriminator Loss: 1.1048... Generator Loss: 0.8825 Epoch 1/1... Discriminator Loss: 1.1017... Generator Loss: 0.6860
Epoch 1/1... Discriminator Loss: 1.2982... Generator Loss: 0.5835 Epoch 1/1... Discriminator Loss: 1.3539... Generator Loss: 0.4856 Epoch 1/1... Discriminator Loss: 1.4062... Generator Loss: 1.5037 Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 0.6017 Epoch 1/1... Discriminator Loss: 1.0626... Generator Loss: 0.7606 Epoch 1/1... Discriminator Loss: 1.4207... Generator Loss: 0.4985 Epoch 1/1... Discriminator Loss: 1.0503... Generator Loss: 0.9595 Epoch 1/1... Discriminator Loss: 1.4145... Generator Loss: 0.4666 Epoch 1/1... Discriminator Loss: 0.9770... Generator Loss: 1.5419 Epoch 1/1... Discriminator Loss: 1.1262... Generator Loss: 0.6848
Epoch 1/1... Discriminator Loss: 0.9757... Generator Loss: 1.1566 Epoch 1/1... Discriminator Loss: 1.5631... Generator Loss: 0.3852 Epoch 1/1... Discriminator Loss: 0.9747... Generator Loss: 1.5606 Epoch 1/1... Discriminator Loss: 1.3854... Generator Loss: 0.4920 Epoch 1/1... Discriminator Loss: 1.0427... Generator Loss: 1.0195 Epoch 1/1... Discriminator Loss: 1.8510... Generator Loss: 0.2737 Epoch 1/1... Discriminator Loss: 1.3358... Generator Loss: 0.5354 Epoch 1/1... Discriminator Loss: 1.4554... Generator Loss: 0.4692 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.6921 Epoch 1/1... Discriminator Loss: 1.1501... Generator Loss: 0.7718
Epoch 1/1... Discriminator Loss: 1.0398... Generator Loss: 1.5219 Epoch 1/1... Discriminator Loss: 1.4346... Generator Loss: 0.4346 Epoch 1/1... Discriminator Loss: 1.2228... Generator Loss: 0.6301 Epoch 1/1... Discriminator Loss: 1.5337... Generator Loss: 0.3889 Epoch 1/1... Discriminator Loss: 1.2468... Generator Loss: 0.6586 Epoch 1/1... Discriminator Loss: 1.0030... Generator Loss: 1.2209 Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 0.6661 Epoch 1/1... Discriminator Loss: 0.7404... Generator Loss: 1.3542 Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.6410 Epoch 1/1... Discriminator Loss: 1.1838... Generator Loss: 0.9940
Epoch 1/1... Discriminator Loss: 0.8646... Generator Loss: 1.8328 Epoch 1/1... Discriminator Loss: 1.3056... Generator Loss: 0.8451 Epoch 1/1... Discriminator Loss: 1.2275... Generator Loss: 0.6549 Epoch 1/1... Discriminator Loss: 1.5577... Generator Loss: 0.3677 Epoch 1/1... Discriminator Loss: 0.8504... Generator Loss: 1.6180 Epoch 1/1... Discriminator Loss: 1.2458... Generator Loss: 0.6735 Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 1.2184 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.9543 Epoch 1/1... Discriminator Loss: 1.1645... Generator Loss: 0.8346 Epoch 1/1... Discriminator Loss: 1.1829... Generator Loss: 0.6594
Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.5901 Epoch 1/1... Discriminator Loss: 0.8456... Generator Loss: 1.3908 Epoch 1/1... Discriminator Loss: 0.8060... Generator Loss: 1.2524 Epoch 1/1... Discriminator Loss: 0.9995... Generator Loss: 1.3501 Epoch 1/1... Discriminator Loss: 1.6802... Generator Loss: 0.3535 Epoch 1/1... Discriminator Loss: 0.9717... Generator Loss: 1.0131 Epoch 1/1... Discriminator Loss: 1.5737... Generator Loss: 0.3680 Epoch 1/1... Discriminator Loss: 1.2178... Generator Loss: 0.6019 Epoch 1/1... Discriminator Loss: 1.3635... Generator Loss: 1.1203 Epoch 1/1... Discriminator Loss: 1.2416... Generator Loss: 0.6813
Epoch 1/1... Discriminator Loss: 1.1174... Generator Loss: 0.8836 Epoch 1/1... Discriminator Loss: 1.3848... Generator Loss: 0.4734 Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 0.7990 Epoch 1/1... Discriminator Loss: 1.3152... Generator Loss: 0.6877 Epoch 1/1... Discriminator Loss: 1.5169... Generator Loss: 0.4197 Epoch 1/1... Discriminator Loss: 1.1600... Generator Loss: 0.7033 Epoch 1/1... Discriminator Loss: 0.7847... Generator Loss: 1.5303 Epoch 1/1... Discriminator Loss: 1.0374... Generator Loss: 0.8642 Epoch 1/1... Discriminator Loss: 1.4486... Generator Loss: 0.4467 Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.6452
Epoch 1/1... Discriminator Loss: 1.1443... Generator Loss: 0.7416 Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 0.7066 Epoch 1/1... Discriminator Loss: 0.8976... Generator Loss: 1.2822 Epoch 1/1... Discriminator Loss: 0.8755... Generator Loss: 1.1613 Epoch 1/1... Discriminator Loss: 1.2981... Generator Loss: 0.7190 Epoch 1/1... Discriminator Loss: 1.4288... Generator Loss: 0.4574 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 0.8765 Epoch 1/1... Discriminator Loss: 1.6228... Generator Loss: 0.4045 Epoch 1/1... Discriminator Loss: 1.4495... Generator Loss: 0.4615 Epoch 1/1... Discriminator Loss: 0.9496... Generator Loss: 1.1411
Epoch 1/1... Discriminator Loss: 1.4115... Generator Loss: 0.8746 Epoch 1/1... Discriminator Loss: 1.8078... Generator Loss: 0.2875 Epoch 1/1... Discriminator Loss: 0.8981... Generator Loss: 1.0159 Epoch 1/1... Discriminator Loss: 1.0338... Generator Loss: 1.5528 Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 0.8201 Epoch 1/1... Discriminator Loss: 0.9554... Generator Loss: 1.1975 Epoch 1/1... Discriminator Loss: 1.1913... Generator Loss: 0.6726 Epoch 1/1... Discriminator Loss: 1.0645... Generator Loss: 0.8279 Epoch 1/1... Discriminator Loss: 1.0596... Generator Loss: 0.8623 Epoch 1/1... Discriminator Loss: 1.0733... Generator Loss: 1.0339
Epoch 1/1... Discriminator Loss: 0.8162... Generator Loss: 1.1208 Epoch 1/1... Discriminator Loss: 1.0757... Generator Loss: 0.8117 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 0.9107 Epoch 1/1... Discriminator Loss: 1.0684... Generator Loss: 0.7918 Epoch 1/1... Discriminator Loss: 1.3215... Generator Loss: 0.5450 Epoch 1/1... Discriminator Loss: 1.0879... Generator Loss: 0.8519 Epoch 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.4634 Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 0.6667 Epoch 1/1... Discriminator Loss: 1.6555... Generator Loss: 0.3410 Epoch 1/1... Discriminator Loss: 1.6710... Generator Loss: 0.3925
Epoch 1/1... Discriminator Loss: 1.1272... Generator Loss: 0.6715 Epoch 1/1... Discriminator Loss: 0.8214... Generator Loss: 1.2248 Epoch 1/1... Discriminator Loss: 0.9033... Generator Loss: 1.4099 Epoch 1/1... Discriminator Loss: 1.4734... Generator Loss: 0.6790 Epoch 1/1... Discriminator Loss: 1.1630... Generator Loss: 0.6494 Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 0.8817 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6422 Epoch 1/1... Discriminator Loss: 1.0367... Generator Loss: 1.0638 Epoch 1/1... Discriminator Loss: 0.9416... Generator Loss: 1.2086 Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 0.6324
Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 0.6381 Epoch 1/1... Discriminator Loss: 0.9156... Generator Loss: 1.5603 Epoch 1/1... Discriminator Loss: 1.2019... Generator Loss: 0.7216 Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 1.1472 Epoch 1/1... Discriminator Loss: 1.6008... Generator Loss: 0.3439 Epoch 1/1... Discriminator Loss: 1.3672... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 0.9967... Generator Loss: 0.8860 Epoch 1/1... Discriminator Loss: 0.9734... Generator Loss: 0.9166 Epoch 1/1... Discriminator Loss: 1.6492... Generator Loss: 0.3686 Epoch 1/1... Discriminator Loss: 1.1686... Generator Loss: 0.6443
Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.7108 Epoch 1/1... Discriminator Loss: 1.3062... Generator Loss: 0.5673 Epoch 1/1... Discriminator Loss: 0.9933... Generator Loss: 1.2970 Epoch 1/1... Discriminator Loss: 0.9566... Generator Loss: 0.9833 Epoch 1/1... Discriminator Loss: 0.6583... Generator Loss: 1.8459 Epoch 1/1... Discriminator Loss: 1.0454... Generator Loss: 0.7635 Epoch 1/1... Discriminator Loss: 0.9221... Generator Loss: 1.4694 Epoch 1/1... Discriminator Loss: 1.1901... Generator Loss: 1.0935 Epoch 1/1... Discriminator Loss: 1.3541... Generator Loss: 0.5232 Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 1.3157
Epoch 1/1... Discriminator Loss: 1.2045... Generator Loss: 0.6234 Epoch 1/1... Discriminator Loss: 1.3724... Generator Loss: 0.5491 Epoch 1/1... Discriminator Loss: 1.2037... Generator Loss: 0.7243 Epoch 1/1... Discriminator Loss: 1.2025... Generator Loss: 0.7308 Epoch 1/1... Discriminator Loss: 0.9729... Generator Loss: 0.9846 Epoch 1/1... Discriminator Loss: 0.8602... Generator Loss: 1.2215 Epoch 1/1... Discriminator Loss: 1.3112... Generator Loss: 0.5883 Epoch 1/1... Discriminator Loss: 1.0388... Generator Loss: 0.7769 Epoch 1/1... Discriminator Loss: 1.0035... Generator Loss: 0.8806 Epoch 1/1... Discriminator Loss: 1.0422... Generator Loss: 1.1761
Epoch 1/1... Discriminator Loss: 1.2588... Generator Loss: 0.6352 Epoch 1/1... Discriminator Loss: 1.1152... Generator Loss: 0.6892 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.1083 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.6532 Epoch 1/1... Discriminator Loss: 0.9152... Generator Loss: 1.0364 Epoch 1/1... Discriminator Loss: 0.9028... Generator Loss: 1.0719 Epoch 1/1... Discriminator Loss: 1.1135... Generator Loss: 1.3261 Epoch 1/1... Discriminator Loss: 1.0257... Generator Loss: 0.9430 Epoch 1/1... Discriminator Loss: 0.8924... Generator Loss: 0.9911 Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.7438
Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 0.6994 Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 1.2812 Epoch 1/1... Discriminator Loss: 1.6876... Generator Loss: 0.3387 Epoch 1/1... Discriminator Loss: 0.9664... Generator Loss: 1.0426 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 1.0469 Epoch 1/1... Discriminator Loss: 0.9601... Generator Loss: 1.2436 Epoch 1/1... Discriminator Loss: 1.4692... Generator Loss: 0.4491 Epoch 1/1... Discriminator Loss: 1.0970... Generator Loss: 0.8561 Epoch 1/1... Discriminator Loss: 0.9717... Generator Loss: 1.1793 Epoch 1/1... Discriminator Loss: 0.7447... Generator Loss: 1.5434
Epoch 1/1... Discriminator Loss: 1.0475... Generator Loss: 1.0325 Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 1.0497 Epoch 1/1... Discriminator Loss: 1.3040... Generator Loss: 0.5940 Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 1.0021 Epoch 1/1... Discriminator Loss: 0.9748... Generator Loss: 0.9440 Epoch 1/1... Discriminator Loss: 0.9061... Generator Loss: 1.3976 Epoch 1/1... Discriminator Loss: 1.4198... Generator Loss: 0.4819 Epoch 1/1... Discriminator Loss: 1.0683... Generator Loss: 1.0780 Epoch 1/1... Discriminator Loss: 0.9302... Generator Loss: 0.8690 Epoch 1/1... Discriminator Loss: 1.5691... Generator Loss: 0.3931
Epoch 1/1... Discriminator Loss: 0.9222... Generator Loss: 1.0047 Epoch 1/1... Discriminator Loss: 1.2446... Generator Loss: 0.6720 Epoch 1/1... Discriminator Loss: 1.1787... Generator Loss: 1.0196 Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 0.7363 Epoch 1/1... Discriminator Loss: 1.2590... Generator Loss: 1.5229 Epoch 1/1... Discriminator Loss: 1.0631... Generator Loss: 0.7756 Epoch 1/1... Discriminator Loss: 0.9154... Generator Loss: 1.1914 Epoch 1/1... Discriminator Loss: 0.8253... Generator Loss: 1.2321 Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 0.7955 Epoch 1/1... Discriminator Loss: 1.3288... Generator Loss: 0.5266
Epoch 1/1... Discriminator Loss: 1.3818... Generator Loss: 0.5002 Epoch 1/1... Discriminator Loss: 1.0470... Generator Loss: 0.8097 Epoch 1/1... Discriminator Loss: 1.1124... Generator Loss: 1.1255 Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.7705 Epoch 1/1... Discriminator Loss: 0.9507... Generator Loss: 0.8463 Epoch 1/1... Discriminator Loss: 0.8705... Generator Loss: 0.9966 Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.5918 Epoch 1/1... Discriminator Loss: 1.2605... Generator Loss: 0.7435 Epoch 1/1... Discriminator Loss: 1.6368... Generator Loss: 0.5169 Epoch 1/1... Discriminator Loss: 1.3044... Generator Loss: 1.9030
Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.6741 Epoch 1/1... Discriminator Loss: 1.1230... Generator Loss: 0.7235 Epoch 1/1... Discriminator Loss: 1.1380... Generator Loss: 0.6844 Epoch 1/1... Discriminator Loss: 0.9163... Generator Loss: 1.2564 Epoch 1/1... Discriminator Loss: 1.1939... Generator Loss: 0.6807 Epoch 1/1... Discriminator Loss: 1.6393... Generator Loss: 0.3834 Epoch 1/1... Discriminator Loss: 1.2088... Generator Loss: 0.6899 Epoch 1/1... Discriminator Loss: 1.1514... Generator Loss: 1.2674 Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 1.6853 Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 1.0677
Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.5218 Epoch 1/1... Discriminator Loss: 1.4205... Generator Loss: 0.5079 Epoch 1/1... Discriminator Loss: 1.2051... Generator Loss: 0.6352 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.8582 Epoch 1/1... Discriminator Loss: 0.9796... Generator Loss: 1.9366 Epoch 1/1... Discriminator Loss: 1.1027... Generator Loss: 0.7485 Epoch 1/1... Discriminator Loss: 0.9916... Generator Loss: 0.8568 Epoch 1/1... Discriminator Loss: 1.1724... Generator Loss: 0.6533 Epoch 1/1... Discriminator Loss: 0.7527... Generator Loss: 1.5212 Epoch 1/1... Discriminator Loss: 1.0124... Generator Loss: 0.9146
Epoch 1/1... Discriminator Loss: 1.4309... Generator Loss: 0.4540 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.6788 Epoch 1/1... Discriminator Loss: 1.1042... Generator Loss: 0.9263 Epoch 1/1... Discriminator Loss: 1.2517... Generator Loss: 0.5937 Epoch 1/1... Discriminator Loss: 1.0255... Generator Loss: 0.9825 Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 0.6317 Epoch 1/1... Discriminator Loss: 0.9677... Generator Loss: 0.9328 Epoch 1/1... Discriminator Loss: 0.8516... Generator Loss: 1.0792 Epoch 1/1... Discriminator Loss: 1.1406... Generator Loss: 0.6852 Epoch 1/1... Discriminator Loss: 0.7252... Generator Loss: 1.2520
Epoch 1/1... Discriminator Loss: 1.3730... Generator Loss: 0.5011 Epoch 1/1... Discriminator Loss: 0.9957... Generator Loss: 1.4759 Epoch 1/1... Discriminator Loss: 0.7935... Generator Loss: 1.1834 Epoch 1/1... Discriminator Loss: 1.2629... Generator Loss: 0.8918 Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.5202 Epoch 1/1... Discriminator Loss: 0.7535... Generator Loss: 1.4736 Epoch 1/1... Discriminator Loss: 1.1119... Generator Loss: 0.8001 Epoch 1/1... Discriminator Loss: 1.4061... Generator Loss: 0.4502 Epoch 1/1... Discriminator Loss: 1.2383... Generator Loss: 0.5948 Epoch 1/1... Discriminator Loss: 0.8777... Generator Loss: 1.0246
Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 0.8952 Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 1.1265 Epoch 1/1... Discriminator Loss: 1.1307... Generator Loss: 0.8183 Epoch 1/1... Discriminator Loss: 0.9591... Generator Loss: 0.9576 Epoch 1/1... Discriminator Loss: 0.9484... Generator Loss: 1.2908 Epoch 1/1... Discriminator Loss: 1.0601... Generator Loss: 0.8214 Epoch 1/1... Discriminator Loss: 1.0034... Generator Loss: 0.8536 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.3609... Generator Loss: 0.5608 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 0.6122
Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 1.7715 Epoch 1/1... Discriminator Loss: 0.8225... Generator Loss: 1.2546 Epoch 1/1... Discriminator Loss: 0.8950... Generator Loss: 1.2667 Epoch 1/1... Discriminator Loss: 0.9792... Generator Loss: 0.9087 Epoch 1/1... Discriminator Loss: 1.0013... Generator Loss: 1.0699 Epoch 1/1... Discriminator Loss: 1.1639... Generator Loss: 0.7570 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 1.0315 Epoch 1/1... Discriminator Loss: 1.3438... Generator Loss: 0.4885 Epoch 1/1... Discriminator Loss: 1.1617... Generator Loss: 0.9563 Epoch 1/1... Discriminator Loss: 1.2142... Generator Loss: 0.6362
Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 0.5233 Epoch 1/1... Discriminator Loss: 1.4757... Generator Loss: 0.4925 Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.7964 Epoch 1/1... Discriminator Loss: 1.5788... Generator Loss: 0.6409 Epoch 1/1... Discriminator Loss: 1.0756... Generator Loss: 0.8651 Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 0.8304 Epoch 1/1... Discriminator Loss: 1.2582... Generator Loss: 0.6119 Epoch 1/1... Discriminator Loss: 1.4018... Generator Loss: 0.4761 Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.5173 Epoch 1/1... Discriminator Loss: 1.0083... Generator Loss: 1.7474
Epoch 1/1... Discriminator Loss: 1.0746... Generator Loss: 1.5076 Epoch 1/1... Discriminator Loss: 0.7979... Generator Loss: 1.1355 Epoch 1/1... Discriminator Loss: 1.3962... Generator Loss: 0.4780 Epoch 1/1... Discriminator Loss: 1.1275... Generator Loss: 0.6928 Epoch 1/1... Discriminator Loss: 0.7990... Generator Loss: 1.3747 Epoch 1/1... Discriminator Loss: 1.2786... Generator Loss: 0.6703 Epoch 1/1... Discriminator Loss: 1.2452... Generator Loss: 0.8141 Epoch 1/1... Discriminator Loss: 1.0987... Generator Loss: 0.7000 Epoch 1/1... Discriminator Loss: 0.8031... Generator Loss: 1.6446 Epoch 1/1... Discriminator Loss: 1.3232... Generator Loss: 0.5269
Epoch 1/1... Discriminator Loss: 1.7825... Generator Loss: 0.3137 Epoch 1/1... Discriminator Loss: 1.5539... Generator Loss: 0.3967 Epoch 1/1... Discriminator Loss: 1.0617... Generator Loss: 0.7531 Epoch 1/1... Discriminator Loss: 0.8074... Generator Loss: 1.5111 Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 0.8479 Epoch 1/1... Discriminator Loss: 1.3630... Generator Loss: 0.5352 Epoch 1/1... Discriminator Loss: 1.0625... Generator Loss: 0.7663 Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 0.9310 Epoch 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.6294 Epoch 1/1... Discriminator Loss: 0.9693... Generator Loss: 0.8725
Epoch 1/1... Discriminator Loss: 1.1976... Generator Loss: 0.6832 Epoch 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.6132 Epoch 1/1... Discriminator Loss: 1.3212... Generator Loss: 0.6382 Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.6153 Epoch 1/1... Discriminator Loss: 0.8654... Generator Loss: 1.8304 Epoch 1/1... Discriminator Loss: 1.1632... Generator Loss: 0.6868 Epoch 1/1... Discriminator Loss: 1.1884... Generator Loss: 0.5954 Epoch 1/1... Discriminator Loss: 1.1010... Generator Loss: 1.6419 Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 0.8314 Epoch 1/1... Discriminator Loss: 0.8662... Generator Loss: 1.2406
Epoch 1/1... Discriminator Loss: 1.0543... Generator Loss: 0.8259 Epoch 1/1... Discriminator Loss: 0.9835... Generator Loss: 0.9406 Epoch 1/1... Discriminator Loss: 1.1227... Generator Loss: 0.6511 Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.5656 Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 1.7035 Epoch 1/1... Discriminator Loss: 1.6634... Generator Loss: 0.3767 Epoch 1/1... Discriminator Loss: 1.2649... Generator Loss: 0.5728 Epoch 1/1... Discriminator Loss: 1.0439... Generator Loss: 0.8753 Epoch 1/1... Discriminator Loss: 0.9697... Generator Loss: 1.5655 Epoch 1/1... Discriminator Loss: 1.2000... Generator Loss: 0.5991
Epoch 1/1... Discriminator Loss: 1.3379... Generator Loss: 0.5779 Epoch 1/1... Discriminator Loss: 1.0967... Generator Loss: 0.8378 Epoch 1/1... Discriminator Loss: 1.3697... Generator Loss: 0.6091 Epoch 1/1... Discriminator Loss: 0.7860... Generator Loss: 1.2016 Epoch 1/1... Discriminator Loss: 1.0412... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 0.9628... Generator Loss: 0.9530 Epoch 1/1... Discriminator Loss: 1.0737... Generator Loss: 1.3798 Epoch 1/1... Discriminator Loss: 1.2488... Generator Loss: 0.5575 Epoch 1/1... Discriminator Loss: 0.7818... Generator Loss: 1.6546 Epoch 1/1... Discriminator Loss: 0.9725... Generator Loss: 0.8876
Epoch 1/1... Discriminator Loss: 1.3739... Generator Loss: 0.4935 Epoch 1/1... Discriminator Loss: 0.9104... Generator Loss: 1.1506 Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 0.7158 Epoch 1/1... Discriminator Loss: 1.5872... Generator Loss: 0.3559 Epoch 1/1... Discriminator Loss: 1.1617... Generator Loss: 0.6370 Epoch 1/1... Discriminator Loss: 1.0513... Generator Loss: 0.8726 Epoch 1/1... Discriminator Loss: 1.4092... Generator Loss: 0.4669 Epoch 1/1... Discriminator Loss: 1.2006... Generator Loss: 0.9252 Epoch 1/1... Discriminator Loss: 1.8273... Generator Loss: 0.3213 Epoch 1/1... Discriminator Loss: 1.2521... Generator Loss: 0.6968
Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 1.5608 Epoch 1/1... Discriminator Loss: 1.1500... Generator Loss: 0.6602 Epoch 1/1... Discriminator Loss: 1.1429... Generator Loss: 0.6849 Epoch 1/1... Discriminator Loss: 1.0068... Generator Loss: 0.8215 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.8592 Epoch 1/1... Discriminator Loss: 1.0402... Generator Loss: 1.1265 Epoch 1/1... Discriminator Loss: 1.2150... Generator Loss: 1.2361 Epoch 1/1... Discriminator Loss: 1.0096... Generator Loss: 1.0878 Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.0742 Epoch 1/1... Discriminator Loss: 1.2108... Generator Loss: 0.6646
Epoch 1/1... Discriminator Loss: 1.4307... Generator Loss: 0.4620 Epoch 1/1... Discriminator Loss: 1.2979... Generator Loss: 0.6238 Epoch 1/1... Discriminator Loss: 1.0447... Generator Loss: 0.9506 Epoch 1/1... Discriminator Loss: 1.6554... Generator Loss: 0.3552 Epoch 1/1... Discriminator Loss: 0.9225... Generator Loss: 1.3834 Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 0.6636 Epoch 1/1... Discriminator Loss: 1.0742... Generator Loss: 0.7604 Epoch 1/1... Discriminator Loss: 1.3734... Generator Loss: 0.4898 Epoch 1/1... Discriminator Loss: 0.9503... Generator Loss: 0.9826 Epoch 1/1... Discriminator Loss: 1.1209... Generator Loss: 0.7671
Epoch 1/1... Discriminator Loss: 1.0958... Generator Loss: 0.8187 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.7805 Epoch 1/1... Discriminator Loss: 0.8988... Generator Loss: 1.0649 Epoch 1/1... Discriminator Loss: 1.2830... Generator Loss: 0.5818 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.5266 Epoch 1/1... Discriminator Loss: 1.0093... Generator Loss: 1.1673 Epoch 1/1... Discriminator Loss: 1.2239... Generator Loss: 0.5970 Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.6237 Epoch 1/1... Discriminator Loss: 0.9116... Generator Loss: 1.1901 Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 0.8310
Epoch 1/1... Discriminator Loss: 1.1289... Generator Loss: 0.6917 Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.1564 Epoch 1/1... Discriminator Loss: 1.4670... Generator Loss: 0.4136 Epoch 1/1... Discriminator Loss: 1.0288... Generator Loss: 1.4752 Epoch 1/1... Discriminator Loss: 1.4059... Generator Loss: 0.5492 Epoch 1/1... Discriminator Loss: 1.0762... Generator Loss: 1.0975 Epoch 1/1... Discriminator Loss: 1.7193... Generator Loss: 0.3354 Epoch 1/1... Discriminator Loss: 1.1491... Generator Loss: 0.6904 Epoch 1/1... Discriminator Loss: 1.1057... Generator Loss: 0.6885 Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.5760
Epoch 1/1... Discriminator Loss: 0.9104... Generator Loss: 1.2139 Epoch 1/1... Discriminator Loss: 0.8994... Generator Loss: 1.3232 Epoch 1/1... Discriminator Loss: 1.0044... Generator Loss: 1.1853 Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 0.6949 Epoch 1/1... Discriminator Loss: 1.3114... Generator Loss: 2.3575 Epoch 1/1... Discriminator Loss: 1.6977... Generator Loss: 0.3898 Epoch 1/1... Discriminator Loss: 1.3095... Generator Loss: 0.6045 Epoch 1/1... Discriminator Loss: 0.9091... Generator Loss: 0.9820 Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 0.7672 Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 0.9527
Epoch 1/1... Discriminator Loss: 1.0724... Generator Loss: 0.9549 Epoch 1/1... Discriminator Loss: 1.1773... Generator Loss: 0.6225 Epoch 1/1... Discriminator Loss: 1.0261... Generator Loss: 1.3264 Epoch 1/1... Discriminator Loss: 1.8325... Generator Loss: 0.2849 Epoch 1/1... Discriminator Loss: 1.0366... Generator Loss: 0.9904 Epoch 1/1... Discriminator Loss: 1.5254... Generator Loss: 0.4146 Epoch 1/1... Discriminator Loss: 0.7772... Generator Loss: 1.4553 Epoch 1/1... Discriminator Loss: 1.1777... Generator Loss: 0.7212 Epoch 1/1... Discriminator Loss: 1.2308... Generator Loss: 0.6282 Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 0.9517
Epoch 1/1... Discriminator Loss: 1.5590... Generator Loss: 0.4585 Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 1.0223 Epoch 1/1... Discriminator Loss: 1.3850... Generator Loss: 0.4993 Epoch 1/1... Discriminator Loss: 0.9608... Generator Loss: 0.9734 Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.5766 Epoch 1/1... Discriminator Loss: 1.0373... Generator Loss: 0.7698 Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 0.6239 Epoch 1/1... Discriminator Loss: 1.0660... Generator Loss: 0.9111 Epoch 1/1... Discriminator Loss: 1.1294... Generator Loss: 0.7109 Epoch 1/1... Discriminator Loss: 1.2423... Generator Loss: 0.6015
Epoch 1/1... Discriminator Loss: 1.2571... Generator Loss: 0.8502 Epoch 1/1... Discriminator Loss: 1.0230... Generator Loss: 0.8655 Epoch 1/1... Discriminator Loss: 1.0080... Generator Loss: 0.8516 Epoch 1/1... Discriminator Loss: 1.1465... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.0107... Generator Loss: 1.1452 Epoch 1/1... Discriminator Loss: 0.9267... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 1.0203... Generator Loss: 0.9555 Epoch 1/1... Discriminator Loss: 1.0730... Generator Loss: 1.3347 Epoch 1/1... Discriminator Loss: 1.4315... Generator Loss: 0.4608 Epoch 1/1... Discriminator Loss: 1.0056... Generator Loss: 0.8922
Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.5208 Epoch 1/1... Discriminator Loss: 1.3875... Generator Loss: 0.4730 Epoch 1/1... Discriminator Loss: 0.7526... Generator Loss: 1.5283 Epoch 1/1... Discriminator Loss: 1.0245... Generator Loss: 0.9457 Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.9146 Epoch 1/1... Discriminator Loss: 0.9342... Generator Loss: 1.0241 Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 1.0650 Epoch 1/1... Discriminator Loss: 0.8542... Generator Loss: 1.0650 Epoch 1/1... Discriminator Loss: 1.1540... Generator Loss: 0.7010 Epoch 1/1... Discriminator Loss: 1.1158... Generator Loss: 0.6932
Epoch 1/1... Discriminator Loss: 0.9129... Generator Loss: 1.0843 Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 1.1434 Epoch 1/1... Discriminator Loss: 0.7685... Generator Loss: 1.2408 Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.5989 Epoch 1/1... Discriminator Loss: 1.1844... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 1.1581... Generator Loss: 0.8245 Epoch 1/1... Discriminator Loss: 1.1213... Generator Loss: 0.7177 Epoch 1/1... Discriminator Loss: 1.3490... Generator Loss: 0.6336 Epoch 1/1... Discriminator Loss: 1.2416... Generator Loss: 0.5978 Epoch 1/1... Discriminator Loss: 1.4048... Generator Loss: 0.4772
Epoch 1/1... Discriminator Loss: 0.9057... Generator Loss: 1.0690 Epoch 1/1... Discriminator Loss: 1.1528... Generator Loss: 0.6468 Epoch 1/1... Discriminator Loss: 0.8189... Generator Loss: 1.3255 Epoch 1/1... Discriminator Loss: 0.9307... Generator Loss: 1.0713 Epoch 1/1... Discriminator Loss: 1.1717... Generator Loss: 0.6942 Epoch 1/1... Discriminator Loss: 1.1954... Generator Loss: 0.6314 Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.1199 Epoch 1/1... Discriminator Loss: 1.2905... Generator Loss: 0.7737 Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 0.8569 Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.7446
Epoch 1/1... Discriminator Loss: 1.4447... Generator Loss: 0.4524 Epoch 1/1... Discriminator Loss: 0.9545... Generator Loss: 0.9214 Epoch 1/1... Discriminator Loss: 1.1297... Generator Loss: 0.6557 Epoch 1/1... Discriminator Loss: 1.0704... Generator Loss: 0.8014 Epoch 1/1... Discriminator Loss: 1.2897... Generator Loss: 0.6432 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 0.6554 Epoch 1/1... Discriminator Loss: 1.2333... Generator Loss: 0.9197 Epoch 1/1... Discriminator Loss: 1.8004... Generator Loss: 0.2715 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 0.5600 Epoch 1/1... Discriminator Loss: 0.9095... Generator Loss: 1.4153
Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 0.9348 Epoch 1/1... Discriminator Loss: 0.9043... Generator Loss: 1.3415 Epoch 1/1... Discriminator Loss: 1.0396... Generator Loss: 1.2657 Epoch 1/1... Discriminator Loss: 1.2469... Generator Loss: 0.7716 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.5774 Epoch 1/1... Discriminator Loss: 1.9721... Generator Loss: 0.2500 Epoch 1/1... Discriminator Loss: 1.0489... Generator Loss: 0.8208 Epoch 1/1... Discriminator Loss: 1.6409... Generator Loss: 0.3494 Epoch 1/1... Discriminator Loss: 1.1570... Generator Loss: 0.7109 Epoch 1/1... Discriminator Loss: 1.5626... Generator Loss: 0.3783
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 0.7884 Epoch 1/1... Discriminator Loss: 1.0297... Generator Loss: 1.0938 Epoch 1/1... Discriminator Loss: 1.7616... Generator Loss: 0.2901 Epoch 1/1... Discriminator Loss: 0.9588... Generator Loss: 1.2002 Epoch 1/1... Discriminator Loss: 1.1921... Generator Loss: 0.6095 Epoch 1/1... Discriminator Loss: 1.8226... Generator Loss: 0.2828 Epoch 1/1... Discriminator Loss: 1.2547... Generator Loss: 0.6575 Epoch 1/1... Discriminator Loss: 1.0445... Generator Loss: 0.7827 Epoch 1/1... Discriminator Loss: 1.0475... Generator Loss: 0.7345 Epoch 1/1... Discriminator Loss: 1.1596... Generator Loss: 0.6445
Epoch 1/1... Discriminator Loss: 1.5020... Generator Loss: 0.6124 Epoch 1/1... Discriminator Loss: 0.9666... Generator Loss: 1.0652 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 0.8487 Epoch 1/1... Discriminator Loss: 0.7505... Generator Loss: 1.4030 Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.6291 Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 1.5131 Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 0.8209 Epoch 1/1... Discriminator Loss: 1.3317... Generator Loss: 0.6497 Epoch 1/1... Discriminator Loss: 0.9070... Generator Loss: 0.9536 Epoch 1/1... Discriminator Loss: 1.3536... Generator Loss: 0.4840
Epoch 1/1... Discriminator Loss: 1.2074... Generator Loss: 0.7153 Epoch 1/1... Discriminator Loss: 1.0022... Generator Loss: 1.1056 Epoch 1/1... Discriminator Loss: 1.1245... Generator Loss: 0.7058 Epoch 1/1... Discriminator Loss: 0.9974... Generator Loss: 0.9803 Epoch 1/1... Discriminator Loss: 0.9344... Generator Loss: 1.1723 Epoch 1/1... Discriminator Loss: 1.3638... Generator Loss: 0.5846 Epoch 1/1... Discriminator Loss: 1.1987... Generator Loss: 0.6746 Epoch 1/1... Discriminator Loss: 1.1161... Generator Loss: 0.7652 Epoch 1/1... Discriminator Loss: 0.8642... Generator Loss: 1.2370 Epoch 1/1... Discriminator Loss: 1.0759... Generator Loss: 1.0492
Epoch 1/1... Discriminator Loss: 1.2249... Generator Loss: 0.6581 Epoch 1/1... Discriminator Loss: 0.7980... Generator Loss: 1.2324 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 1.0771 Epoch 1/1... Discriminator Loss: 0.9611... Generator Loss: 1.2286 Epoch 1/1... Discriminator Loss: 1.5059... Generator Loss: 0.4528 Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 0.6945 Epoch 1/1... Discriminator Loss: 1.2198... Generator Loss: 0.7106 Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 0.9675 Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 1.0094 Epoch 1/1... Discriminator Loss: 1.0640... Generator Loss: 0.8768
Epoch 1/1... Discriminator Loss: 1.3592... Generator Loss: 0.4965 Epoch 1/1... Discriminator Loss: 1.0450... Generator Loss: 0.8120 Epoch 1/1... Discriminator Loss: 1.0770... Generator Loss: 0.7877 Epoch 1/1... Discriminator Loss: 0.8305... Generator Loss: 1.1892 Epoch 1/1... Discriminator Loss: 1.3012... Generator Loss: 0.5563 Epoch 1/1... Discriminator Loss: 1.2135... Generator Loss: 0.7025 Epoch 1/1... Discriminator Loss: 1.1482... Generator Loss: 0.6254 Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 0.6114 Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 0.6972 Epoch 1/1... Discriminator Loss: 1.2526... Generator Loss: 0.5764
Epoch 1/1... Discriminator Loss: 1.4538... Generator Loss: 0.4416 Epoch 1/1... Discriminator Loss: 0.9613... Generator Loss: 0.9252 Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 1.1712 Epoch 1/1... Discriminator Loss: 0.9315... Generator Loss: 0.9321 Epoch 1/1... Discriminator Loss: 0.9049... Generator Loss: 1.2672 Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.5804 Epoch 1/1... Discriminator Loss: 1.0992... Generator Loss: 0.7116 Epoch 1/1... Discriminator Loss: 0.7054... Generator Loss: 1.4996 Epoch 1/1... Discriminator Loss: 1.0689... Generator Loss: 0.9335 Epoch 1/1... Discriminator Loss: 1.1378... Generator Loss: 0.8552
Epoch 1/1... Discriminator Loss: 1.1531... Generator Loss: 1.0302 Epoch 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.7978 Epoch 1/1... Discriminator Loss: 0.7935... Generator Loss: 1.1508 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 0.7146 Epoch 1/1... Discriminator Loss: 1.0125... Generator Loss: 0.8061 Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 0.8301 Epoch 1/1... Discriminator Loss: 1.2160... Generator Loss: 0.6020 Epoch 1/1... Discriminator Loss: 0.8383... Generator Loss: 1.3052 Epoch 1/1... Discriminator Loss: 1.3060... Generator Loss: 0.5074 Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.6649
Epoch 1/1... Discriminator Loss: 1.4037... Generator Loss: 0.4868 Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 1.0132 Epoch 1/1... Discriminator Loss: 1.3532... Generator Loss: 0.5857 Epoch 1/1... Discriminator Loss: 1.0380... Generator Loss: 0.8369 Epoch 1/1... Discriminator Loss: 0.8366... Generator Loss: 1.2014 Epoch 1/1... Discriminator Loss: 1.2743... Generator Loss: 0.5813 Epoch 1/1... Discriminator Loss: 1.1432... Generator Loss: 0.6517 Epoch 1/1... Discriminator Loss: 1.1080... Generator Loss: 0.9060 Epoch 1/1... Discriminator Loss: 1.2386... Generator Loss: 0.6436 Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 0.5124
Epoch 1/1... Discriminator Loss: 0.8810... Generator Loss: 1.0923 Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 0.8161 Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 0.6268 Epoch 1/1... Discriminator Loss: 1.4765... Generator Loss: 0.4299 Epoch 1/1... Discriminator Loss: 1.0279... Generator Loss: 1.7586 Epoch 1/1... Discriminator Loss: 1.2403... Generator Loss: 1.1237 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.8814 Epoch 1/1... Discriminator Loss: 0.5990... Generator Loss: 2.0774 Epoch 1/1... Discriminator Loss: 0.9392... Generator Loss: 0.9450 Epoch 1/1... Discriminator Loss: 1.1019... Generator Loss: 0.7009
Epoch 1/1... Discriminator Loss: 0.9389... Generator Loss: 0.9314 Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 1.0751 Epoch 1/1... Discriminator Loss: 0.8655... Generator Loss: 1.2046 Epoch 1/1... Discriminator Loss: 1.5144... Generator Loss: 0.4370 Epoch 1/1... Discriminator Loss: 2.0256... Generator Loss: 0.2659 Epoch 1/1... Discriminator Loss: 1.1730... Generator Loss: 0.6440 Epoch 1/1... Discriminator Loss: 0.8434... Generator Loss: 1.6416 Epoch 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.6874 Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.7353 Epoch 1/1... Discriminator Loss: 1.0591... Generator Loss: 0.9653
Epoch 1/1... Discriminator Loss: 0.9945... Generator Loss: 0.8558 Epoch 1/1... Discriminator Loss: 1.1043... Generator Loss: 0.6736 Epoch 1/1... Discriminator Loss: 1.1640... Generator Loss: 0.7913 Epoch 1/1... Discriminator Loss: 0.9008... Generator Loss: 1.2878 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.6702 Epoch 1/1... Discriminator Loss: 0.9548... Generator Loss: 0.9298 Epoch 1/1... Discriminator Loss: 1.0029... Generator Loss: 1.0198 Epoch 1/1... Discriminator Loss: 1.3957... Generator Loss: 0.5039 Epoch 1/1... Discriminator Loss: 0.9625... Generator Loss: 1.4789 Epoch 1/1... Discriminator Loss: 1.4162... Generator Loss: 0.4428
Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 0.4862 Epoch 1/1... Discriminator Loss: 1.9982... Generator Loss: 0.2398 Epoch 1/1... Discriminator Loss: 1.0815... Generator Loss: 1.1178 Epoch 1/1... Discriminator Loss: 0.9553... Generator Loss: 0.9042 Epoch 1/1... Discriminator Loss: 0.9833... Generator Loss: 1.0744 Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 0.7659 Epoch 1/1... Discriminator Loss: 1.1199... Generator Loss: 0.7131 Epoch 1/1... Discriminator Loss: 0.9798... Generator Loss: 0.9042 Epoch 1/1... Discriminator Loss: 1.6102... Generator Loss: 0.3441 Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.9107
Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.7256 Epoch 1/1... Discriminator Loss: 1.1294... Generator Loss: 0.6742 Epoch 1/1... Discriminator Loss: 1.0224... Generator Loss: 0.7610 Epoch 1/1... Discriminator Loss: 1.6516... Generator Loss: 0.3373 Epoch 1/1... Discriminator Loss: 0.8928... Generator Loss: 1.8307 Epoch 1/1... Discriminator Loss: 1.1893... Generator Loss: 0.9953 Epoch 1/1... Discriminator Loss: 1.1298... Generator Loss: 0.7496 Epoch 1/1... Discriminator Loss: 0.9876... Generator Loss: 0.8352 Epoch 1/1... Discriminator Loss: 1.2055... Generator Loss: 0.6562 Epoch 1/1... Discriminator Loss: 0.9636... Generator Loss: 0.8957
Epoch 1/1... Discriminator Loss: 1.7673... Generator Loss: 0.3079 Epoch 1/1... Discriminator Loss: 1.0360... Generator Loss: 1.1640 Epoch 1/1... Discriminator Loss: 1.3505... Generator Loss: 0.5176 Epoch 1/1... Discriminator Loss: 0.8677... Generator Loss: 1.0413 Epoch 1/1... Discriminator Loss: 1.2732... Generator Loss: 1.6010 Epoch 1/1... Discriminator Loss: 0.9407... Generator Loss: 1.3339 Epoch 1/1... Discriminator Loss: 1.5141... Generator Loss: 0.3871 Epoch 1/1... Discriminator Loss: 1.1372... Generator Loss: 0.6440 Epoch 1/1... Discriminator Loss: 1.2856... Generator Loss: 0.6697 Epoch 1/1... Discriminator Loss: 1.3749... Generator Loss: 0.5800
Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 0.9616 Epoch 1/1... Discriminator Loss: 1.0307... Generator Loss: 0.8265 Epoch 1/1... Discriminator Loss: 1.5575... Generator Loss: 0.4048 Epoch 1/1... Discriminator Loss: 1.0088... Generator Loss: 0.8879 Epoch 1/1... Discriminator Loss: 1.0167... Generator Loss: 0.9242 Epoch 1/1... Discriminator Loss: 1.3211... Generator Loss: 0.5380 Epoch 1/1... Discriminator Loss: 0.9212... Generator Loss: 1.1922 Epoch 1/1... Discriminator Loss: 0.9179... Generator Loss: 0.9472 Epoch 1/1... Discriminator Loss: 1.4302... Generator Loss: 0.4799 Epoch 1/1... Discriminator Loss: 1.4648... Generator Loss: 0.4344
Epoch 1/1... Discriminator Loss: 1.2583... Generator Loss: 0.5803 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.8062 Epoch 1/1... Discriminator Loss: 0.7813... Generator Loss: 1.1819 Epoch 1/1... Discriminator Loss: 1.0379... Generator Loss: 1.5227 Epoch 1/1... Discriminator Loss: 0.8215... Generator Loss: 1.3038 Epoch 1/1... Discriminator Loss: 1.1175... Generator Loss: 0.7436 Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 0.8544 Epoch 1/1... Discriminator Loss: 1.1323... Generator Loss: 0.6292 Epoch 1/1... Discriminator Loss: 0.9581... Generator Loss: 1.2128 Epoch 1/1... Discriminator Loss: 0.8618... Generator Loss: 1.6270
Epoch 1/1... Discriminator Loss: 1.0160... Generator Loss: 0.8077 Epoch 1/1... Discriminator Loss: 1.7210... Generator Loss: 0.3439 Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 1.0866 Epoch 1/1... Discriminator Loss: 0.9108... Generator Loss: 1.3525 Epoch 1/1... Discriminator Loss: 1.0215... Generator Loss: 1.0605 Epoch 1/1... Discriminator Loss: 0.9762... Generator Loss: 1.0253 Epoch 1/1... Discriminator Loss: 1.1657... Generator Loss: 0.7213 Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.6498 Epoch 1/1... Discriminator Loss: 1.0978... Generator Loss: 0.6941 Epoch 1/1... Discriminator Loss: 0.8343... Generator Loss: 1.2312
Epoch 1/1... Discriminator Loss: 1.1887... Generator Loss: 0.6260 Epoch 1/1... Discriminator Loss: 1.3233... Generator Loss: 0.5039 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.1903 Epoch 1/1... Discriminator Loss: 1.1454... Generator Loss: 0.8032 Epoch 1/1... Discriminator Loss: 0.9982... Generator Loss: 1.0501 Epoch 1/1... Discriminator Loss: 1.3788... Generator Loss: 0.5753 Epoch 1/1... Discriminator Loss: 1.2240... Generator Loss: 0.6103 Epoch 1/1... Discriminator Loss: 1.2646... Generator Loss: 0.5491 Epoch 1/1... Discriminator Loss: 0.9075... Generator Loss: 1.3458 Epoch 1/1... Discriminator Loss: 1.6684... Generator Loss: 0.3371
Epoch 1/1... Discriminator Loss: 1.0343... Generator Loss: 0.8632 Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.5086 Epoch 1/1... Discriminator Loss: 1.2755... Generator Loss: 0.6260 Epoch 1/1... Discriminator Loss: 1.4793... Generator Loss: 0.4606 Epoch 1/1... Discriminator Loss: 1.3181... Generator Loss: 0.5471 Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.5317 Epoch 1/1... Discriminator Loss: 1.0025... Generator Loss: 1.1686 Epoch 1/1... Discriminator Loss: 1.1421... Generator Loss: 0.6922 Epoch 1/1... Discriminator Loss: 1.2100... Generator Loss: 0.7711 Epoch 1/1... Discriminator Loss: 1.2462... Generator Loss: 0.5911
Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 0.8818 Epoch 1/1... Discriminator Loss: 1.1916... Generator Loss: 0.6326 Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.7796 Epoch 1/1... Discriminator Loss: 1.1270... Generator Loss: 0.7196 Epoch 1/1... Discriminator Loss: 1.0867... Generator Loss: 0.9144 Epoch 1/1... Discriminator Loss: 1.3137... Generator Loss: 0.6635 Epoch 1/1... Discriminator Loss: 1.7191... Generator Loss: 0.3416 Epoch 1/1... Discriminator Loss: 1.3532... Generator Loss: 0.4773 Epoch 1/1... Discriminator Loss: 0.9497... Generator Loss: 1.0504 Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.5852
Epoch 1/1... Discriminator Loss: 1.2303... Generator Loss: 0.6494 Epoch 1/1... Discriminator Loss: 1.1169... Generator Loss: 0.7449 Epoch 1/1... Discriminator Loss: 1.5270... Generator Loss: 0.3982 Epoch 1/1... Discriminator Loss: 1.2685... Generator Loss: 0.6147 Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.6880 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 0.6875 Epoch 1/1... Discriminator Loss: 1.2769... Generator Loss: 0.5600 Epoch 1/1... Discriminator Loss: 1.2609... Generator Loss: 0.5435 Epoch 1/1... Discriminator Loss: 1.0320... Generator Loss: 1.5060 Epoch 1/1... Discriminator Loss: 1.2656... Generator Loss: 0.5783
Epoch 1/1... Discriminator Loss: 1.5927... Generator Loss: 2.0446 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.6301 Epoch 1/1... Discriminator Loss: 1.3046... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.2621... Generator Loss: 0.5445 Epoch 1/1... Discriminator Loss: 1.5817... Generator Loss: 0.5200 Epoch 1/1... Discriminator Loss: 1.0060... Generator Loss: 0.8575 Epoch 1/1... Discriminator Loss: 1.4062... Generator Loss: 0.4829 Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 1.4060 Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.6670 Epoch 1/1... Discriminator Loss: 1.2884... Generator Loss: 0.5285
Epoch 1/1... Discriminator Loss: 1.4658... Generator Loss: 0.4432 Epoch 1/1... Discriminator Loss: 1.5412... Generator Loss: 0.3888 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.5412 Epoch 1/1... Discriminator Loss: 1.4539... Generator Loss: 0.4785 Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 0.9933 Epoch 1/1... Discriminator Loss: 1.1150... Generator Loss: 0.7892 Epoch 1/1... Discriminator Loss: 1.3941... Generator Loss: 0.4719 Epoch 1/1... Discriminator Loss: 1.2168... Generator Loss: 0.7264 Epoch 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.9009 Epoch 1/1... Discriminator Loss: 1.3576... Generator Loss: 0.4793
Epoch 1/1... Discriminator Loss: 1.7074... Generator Loss: 0.3134 Epoch 1/1... Discriminator Loss: 0.9839... Generator Loss: 0.9726 Epoch 1/1... Discriminator Loss: 1.1161... Generator Loss: 0.7784 Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.6872 Epoch 1/1... Discriminator Loss: 1.3609... Generator Loss: 0.5339 Epoch 1/1... Discriminator Loss: 1.0019... Generator Loss: 0.8382 Epoch 1/1... Discriminator Loss: 1.0654... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.8318 Epoch 1/1... Discriminator Loss: 1.0757... Generator Loss: 0.8027 Epoch 1/1... Discriminator Loss: 1.2092... Generator Loss: 0.5948
Epoch 1/1... Discriminator Loss: 1.3139... Generator Loss: 0.5360 Epoch 1/1... Discriminator Loss: 0.9884... Generator Loss: 1.7418 Epoch 1/1... Discriminator Loss: 1.4804... Generator Loss: 0.4263 Epoch 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.6888 Epoch 1/1... Discriminator Loss: 1.2368... Generator Loss: 0.7059 Epoch 1/1... Discriminator Loss: 1.3276... Generator Loss: 0.5759 Epoch 1/1... Discriminator Loss: 0.9628... Generator Loss: 0.9370 Epoch 1/1... Discriminator Loss: 1.0545... Generator Loss: 1.2176 Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 0.5302 Epoch 1/1... Discriminator Loss: 0.8222... Generator Loss: 1.4452
Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.3259 Epoch 1/1... Discriminator Loss: 1.0405... Generator Loss: 1.7131 Epoch 1/1... Discriminator Loss: 0.9749... Generator Loss: 0.8591 Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.8305 Epoch 1/1... Discriminator Loss: 1.3516... Generator Loss: 0.5755 Epoch 1/1... Discriminator Loss: 0.7745... Generator Loss: 1.1708 Epoch 1/1... Discriminator Loss: 0.8893... Generator Loss: 1.1835 Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.4771 Epoch 1/1... Discriminator Loss: 1.0166... Generator Loss: 1.1167 Epoch 1/1... Discriminator Loss: 1.5212... Generator Loss: 0.4000
Epoch 1/1... Discriminator Loss: 0.8253... Generator Loss: 1.2176 Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.7853 Epoch 1/1... Discriminator Loss: 1.2736... Generator Loss: 1.0999 Epoch 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.9554 Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.6092 Epoch 1/1... Discriminator Loss: 0.8343... Generator Loss: 1.0820 Epoch 1/1... Discriminator Loss: 0.9245... Generator Loss: 1.5337 Epoch 1/1... Discriminator Loss: 0.6946... Generator Loss: 1.3683 Epoch 1/1... Discriminator Loss: 1.7662... Generator Loss: 0.3067 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.7754
Epoch 1/1... Discriminator Loss: 1.2081... Generator Loss: 0.8835 Epoch 1/1... Discriminator Loss: 0.9419... Generator Loss: 0.8911 Epoch 1/1... Discriminator Loss: 0.7193... Generator Loss: 1.7885 Epoch 1/1... Discriminator Loss: 1.2329... Generator Loss: 0.5897 Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 0.9575 Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 0.9844 Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 0.7137 Epoch 1/1... Discriminator Loss: 1.2720... Generator Loss: 0.5898 Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 0.8470 Epoch 1/1... Discriminator Loss: 1.2237... Generator Loss: 0.6233
Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 1.0531 Epoch 1/1... Discriminator Loss: 1.6278... Generator Loss: 0.3513 Epoch 1/1... Discriminator Loss: 1.3034... Generator Loss: 0.5458 Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 0.7284 Epoch 1/1... Discriminator Loss: 1.1194... Generator Loss: 0.7878 Epoch 1/1... Discriminator Loss: 1.2481... Generator Loss: 0.9352 Epoch 1/1... Discriminator Loss: 1.2483... Generator Loss: 0.5683 Epoch 1/1... Discriminator Loss: 1.0833... Generator Loss: 0.7435 Epoch 1/1... Discriminator Loss: 1.3457... Generator Loss: 0.6461 Epoch 1/1... Discriminator Loss: 1.3329... Generator Loss: 0.5263
Epoch 1/1... Discriminator Loss: 0.9578... Generator Loss: 1.0232 Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 0.8833 Epoch 1/1... Discriminator Loss: 0.8439... Generator Loss: 1.1946 Epoch 1/1... Discriminator Loss: 0.9145... Generator Loss: 1.1694 Epoch 1/1... Discriminator Loss: 0.9878... Generator Loss: 0.7877 Epoch 1/1... Discriminator Loss: 1.4492... Generator Loss: 0.4915 Epoch 1/1... Discriminator Loss: 0.8996... Generator Loss: 0.9627 Epoch 1/1... Discriminator Loss: 1.0381... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 1.3408... Generator Loss: 0.4948 Epoch 1/1... Discriminator Loss: 1.0219... Generator Loss: 1.2517
Epoch 1/1... Discriminator Loss: 1.1252... Generator Loss: 0.6905 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.5912 Epoch 1/1... Discriminator Loss: 1.5954... Generator Loss: 0.3623 Epoch 1/1... Discriminator Loss: 0.7803... Generator Loss: 1.4221 Epoch 1/1... Discriminator Loss: 0.6780... Generator Loss: 1.7091 Epoch 1/1... Discriminator Loss: 1.0181... Generator Loss: 0.9033 Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 1.0308 Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 1.0115 Epoch 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.7928 Epoch 1/1... Discriminator Loss: 0.9853... Generator Loss: 0.9539
Epoch 1/1... Discriminator Loss: 1.1139... Generator Loss: 0.7132 Epoch 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.5155 Epoch 1/1... Discriminator Loss: 1.0726... Generator Loss: 0.8207 Epoch 1/1... Discriminator Loss: 1.0813... Generator Loss: 0.7974 Epoch 1/1... Discriminator Loss: 1.1523... Generator Loss: 0.6739 Epoch 1/1... Discriminator Loss: 1.5244... Generator Loss: 0.4419 Epoch 1/1... Discriminator Loss: 0.9102... Generator Loss: 1.1770 Epoch 1/1... Discriminator Loss: 1.1897... Generator Loss: 0.6752 Epoch 1/1... Discriminator Loss: 1.1253... Generator Loss: 1.2007 Epoch 1/1... Discriminator Loss: 1.3186... Generator Loss: 0.5735
Epoch 1/1... Discriminator Loss: 1.2099... Generator Loss: 0.6284 Epoch 1/1... Discriminator Loss: 1.4580... Generator Loss: 0.4911 Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 1.0088 Epoch 1/1... Discriminator Loss: 1.3800... Generator Loss: 0.5090 Epoch 1/1... Discriminator Loss: 0.8783... Generator Loss: 1.0991 Epoch 1/1... Discriminator Loss: 0.8026... Generator Loss: 1.3008 Epoch 1/1... Discriminator Loss: 1.1374... Generator Loss: 0.7215 Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 0.7082 Epoch 1/1... Discriminator Loss: 0.7300... Generator Loss: 1.1634 Epoch 1/1... Discriminator Loss: 0.9811... Generator Loss: 0.8595
Epoch 1/1... Discriminator Loss: 1.4093... Generator Loss: 0.4763 Epoch 1/1... Discriminator Loss: 1.0611... Generator Loss: 0.7866 Epoch 1/1... Discriminator Loss: 0.9180... Generator Loss: 1.0379 Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 1.1949 Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 1.0620 Epoch 1/1... Discriminator Loss: 1.4005... Generator Loss: 0.5107 Epoch 1/1... Discriminator Loss: 0.9612... Generator Loss: 1.0412 Epoch 1/1... Discriminator Loss: 1.1223... Generator Loss: 0.6673 Epoch 1/1... Discriminator Loss: 0.8955... Generator Loss: 1.2133 Epoch 1/1... Discriminator Loss: 1.1831... Generator Loss: 1.0096
Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 0.8431 Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 0.6363 Epoch 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.6192 Epoch 1/1... Discriminator Loss: 0.8099... Generator Loss: 1.3805 Epoch 1/1... Discriminator Loss: 1.8620... Generator Loss: 0.2606 Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.0170 Epoch 1/1... Discriminator Loss: 0.9750... Generator Loss: 0.8544 Epoch 1/1... Discriminator Loss: 0.8236... Generator Loss: 1.3975 Epoch 1/1... Discriminator Loss: 1.2421... Generator Loss: 0.7514 Epoch 1/1... Discriminator Loss: 1.8214... Generator Loss: 0.2775
Epoch 1/1... Discriminator Loss: 1.1882... Generator Loss: 0.6003 Epoch 1/1... Discriminator Loss: 0.9224... Generator Loss: 0.9466 Epoch 1/1... Discriminator Loss: 1.5691... Generator Loss: 0.3717 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 1.4755 Epoch 1/1... Discriminator Loss: 1.3330... Generator Loss: 0.5403 Epoch 1/1... Discriminator Loss: 1.2004... Generator Loss: 0.5797 Epoch 1/1... Discriminator Loss: 1.4878... Generator Loss: 0.4066 Epoch 1/1... Discriminator Loss: 0.8907... Generator Loss: 1.4070 Epoch 1/1... Discriminator Loss: 0.9072... Generator Loss: 1.3566 Epoch 1/1... Discriminator Loss: 1.3465... Generator Loss: 0.5361
Epoch 1/1... Discriminator Loss: 0.9813... Generator Loss: 0.9314 Epoch 1/1... Discriminator Loss: 0.9013... Generator Loss: 1.0966 Epoch 1/1... Discriminator Loss: 1.0053... Generator Loss: 0.8339 Epoch 1/1... Discriminator Loss: 1.4537... Generator Loss: 0.4262 Epoch 1/1... Discriminator Loss: 1.6189... Generator Loss: 0.3584 Epoch 1/1... Discriminator Loss: 1.1691... Generator Loss: 0.6173 Epoch 1/1... Discriminator Loss: 0.8642... Generator Loss: 1.2316 Epoch 1/1... Discriminator Loss: 0.7750... Generator Loss: 1.2304 Epoch 1/1... Discriminator Loss: 1.4559... Generator Loss: 0.4302 Epoch 1/1... Discriminator Loss: 1.0730... Generator Loss: 0.8957
Epoch 1/1... Discriminator Loss: 1.2999... Generator Loss: 0.5365 Epoch 1/1... Discriminator Loss: 1.0555... Generator Loss: 0.8563 Epoch 1/1... Discriminator Loss: 0.6579... Generator Loss: 1.5265 Epoch 1/1... Discriminator Loss: 1.0236... Generator Loss: 0.8012 Epoch 1/1... Discriminator Loss: 1.6921... Generator Loss: 0.3395 Epoch 1/1... Discriminator Loss: 1.3926... Generator Loss: 0.4685 Epoch 1/1... Discriminator Loss: 1.4341... Generator Loss: 0.4589 Epoch 1/1... Discriminator Loss: 1.1479... Generator Loss: 0.7300 Epoch 1/1... Discriminator Loss: 0.8910... Generator Loss: 1.0846 Epoch 1/1... Discriminator Loss: 1.2228... Generator Loss: 0.8268
Epoch 1/1... Discriminator Loss: 1.0357... Generator Loss: 0.9325 Epoch 1/1... Discriminator Loss: 1.5271... Generator Loss: 0.4064 Epoch 1/1... Discriminator Loss: 0.8773... Generator Loss: 1.4108 Epoch 1/1... Discriminator Loss: 1.0065... Generator Loss: 0.9435 Epoch 1/1... Discriminator Loss: 0.8712... Generator Loss: 1.0884 Epoch 1/1... Discriminator Loss: 0.9086... Generator Loss: 1.2987 Epoch 1/1... Discriminator Loss: 0.9782... Generator Loss: 1.0473 Epoch 1/1... Discriminator Loss: 0.8430... Generator Loss: 1.2168 Epoch 1/1... Discriminator Loss: 1.1636... Generator Loss: 0.7915 Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 0.6405
Epoch 1/1... Discriminator Loss: 1.0705... Generator Loss: 1.1541 Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.8634 Epoch 1/1... Discriminator Loss: 0.8449... Generator Loss: 1.3010 Epoch 1/1... Discriminator Loss: 1.0968... Generator Loss: 1.1221 Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.5430 Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 1.0755 Epoch 1/1... Discriminator Loss: 0.8444... Generator Loss: 0.9895 Epoch 1/1... Discriminator Loss: 1.0936... Generator Loss: 0.7307 Epoch 1/1... Discriminator Loss: 0.9989... Generator Loss: 1.0059 Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.7844
Epoch 1/1... Discriminator Loss: 1.2871... Generator Loss: 0.5463 Epoch 1/1... Discriminator Loss: 1.2384... Generator Loss: 0.5645 Epoch 1/1... Discriminator Loss: 1.6328... Generator Loss: 0.3552 Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 0.8269 Epoch 1/1... Discriminator Loss: 1.3402... Generator Loss: 0.5057 Epoch 1/1... Discriminator Loss: 1.1700... Generator Loss: 0.8841 Epoch 1/1... Discriminator Loss: 1.0493... Generator Loss: 0.8165 Epoch 1/1... Discriminator Loss: 1.5873... Generator Loss: 0.3621 Epoch 1/1... Discriminator Loss: 1.1595... Generator Loss: 0.6949 Epoch 1/1... Discriminator Loss: 1.3969... Generator Loss: 0.4734
Epoch 1/1... Discriminator Loss: 1.6066... Generator Loss: 0.3607 Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 1.0171 Epoch 1/1... Discriminator Loss: 1.0558... Generator Loss: 0.9937 Epoch 1/1... Discriminator Loss: 1.3519... Generator Loss: 0.5069 Epoch 1/1... Discriminator Loss: 1.5747... Generator Loss: 0.3972 Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 0.6512 Epoch 1/1... Discriminator Loss: 0.9655... Generator Loss: 1.1039 Epoch 1/1... Discriminator Loss: 0.9721... Generator Loss: 1.6638 Epoch 1/1... Discriminator Loss: 1.3150... Generator Loss: 0.5555 Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 0.6991
Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 0.7522 Epoch 1/1... Discriminator Loss: 1.2161... Generator Loss: 0.7585 Epoch 1/1... Discriminator Loss: 1.1056... Generator Loss: 0.8469 Epoch 1/1... Discriminator Loss: 1.6439... Generator Loss: 0.3330 Epoch 1/1... Discriminator Loss: 0.9110... Generator Loss: 1.1581 Epoch 1/1... Discriminator Loss: 1.0706... Generator Loss: 0.7308 Epoch 1/1... Discriminator Loss: 1.4106... Generator Loss: 0.4689 Epoch 1/1... Discriminator Loss: 1.4264... Generator Loss: 0.4914 Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 0.6014 Epoch 1/1... Discriminator Loss: 1.1819... Generator Loss: 0.6563
Epoch 1/1... Discriminator Loss: 0.9299... Generator Loss: 1.0744 Epoch 1/1... Discriminator Loss: 1.4815... Generator Loss: 0.4427 Epoch 1/1... Discriminator Loss: 1.4169... Generator Loss: 0.4906 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.7376 Epoch 1/1... Discriminator Loss: 1.4761... Generator Loss: 0.4214 Epoch 1/1... Discriminator Loss: 0.7832... Generator Loss: 1.2046 Epoch 1/1... Discriminator Loss: 1.2597... Generator Loss: 0.5682 Epoch 1/1... Discriminator Loss: 0.9233... Generator Loss: 0.9961 Epoch 1/1... Discriminator Loss: 0.9852... Generator Loss: 1.1725 Epoch 1/1... Discriminator Loss: 1.0214... Generator Loss: 0.8838
Epoch 1/1... Discriminator Loss: 1.3192... Generator Loss: 0.5049 Epoch 1/1... Discriminator Loss: 1.1198... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.3521... Generator Loss: 0.5423 Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 0.9198 Epoch 1/1... Discriminator Loss: 1.1956... Generator Loss: 0.6212 Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 0.9361 Epoch 1/1... Discriminator Loss: 0.9250... Generator Loss: 1.2026 Epoch 1/1... Discriminator Loss: 1.1878... Generator Loss: 0.5949 Epoch 1/1... Discriminator Loss: 1.8687... Generator Loss: 0.3083 Epoch 1/1... Discriminator Loss: 1.7272... Generator Loss: 0.3469
Epoch 1/1... Discriminator Loss: 1.5743... Generator Loss: 0.3955 Epoch 1/1... Discriminator Loss: 1.4535... Generator Loss: 0.4331 Epoch 1/1... Discriminator Loss: 1.0212... Generator Loss: 2.2797 Epoch 1/1... Discriminator Loss: 1.1864... Generator Loss: 0.5830 Epoch 1/1... Discriminator Loss: 1.2492... Generator Loss: 1.1753 Epoch 1/1... Discriminator Loss: 1.0091... Generator Loss: 1.0223 Epoch 1/1... Discriminator Loss: 1.0275... Generator Loss: 0.8999 Epoch 1/1... Discriminator Loss: 1.1661... Generator Loss: 0.6540 Epoch 1/1... Discriminator Loss: 0.6996... Generator Loss: 1.8478 Epoch 1/1... Discriminator Loss: 1.6381... Generator Loss: 0.3581
Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 0.9852 Epoch 1/1... Discriminator Loss: 1.0466... Generator Loss: 1.2057 Epoch 1/1... Discriminator Loss: 1.0113... Generator Loss: 0.9308 Epoch 1/1... Discriminator Loss: 1.3527... Generator Loss: 0.4917 Epoch 1/1... Discriminator Loss: 1.4893... Generator Loss: 0.4174
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.